CLAIMBOUND / SOURCE-PUBLICATION EVIDENCE
Prisons
Every card identifies what it proves, what it does not prove, its exact quote, locator, source hash, and local rerun command.
1. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 2
Narrow public claim
No use of this publication may be made for resale or any other commercial purpose whatsoever without prior permission in writing from UNODC.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 2- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t01_primary_claims.json --source-file <local-raw-pdf>Exact source quote
No use of this publication may be made for resale or any other commercial purpose whatsoever without prior permission in writing from UNODC.2. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 4
Narrow public claim
Globally, imprisonment rates have returned to pre-pandemic levels following a COVID-19 induced dip, while aggregated data–such as global level figures–often mask very high levels of prison use in certain places.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 4- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t01_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Globally, imprisonment rates have returned to pre-pandemic levels following a COVID-19 induced dip, while aggregated data–such as global level figures–often mask very high levels of prison use in certain places.3. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 4
Narrow public claim
The survey results, which reveal widespread recognition of the importance of rehabilitation in prison, are presented in this first edition of Prison Matters. ………………………………………………………………… UNODC, ‘The United Nations Standard Minimum Rules for the Treatment of Prisoners (the Nelson Mandela Rules)’, Rule 4, 2015.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 4- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t01_primary_claims.json --source-file <local-raw-pdf>Exact source quote
The survey results, which reveal widespread recognition of the importance of rehabilitation in prison, are presented in this first edition of Prison Matters. ………………………………………………………………… UNODC, ‘The United Nations Standard Minimum Rules for the Treatment of Prisoners (the Nelson Mandela Rules)’, Rule 4, 2015.4. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 11
Narrow public claim
World prison population on the increase, after a hiatus during the COVID-19 pandemic Following a decrease during the COVID-19 pandemic, the number of people held in prison worldwide has started to rise again.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 11- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t01_primary_claims.json --source-file <local-raw-pdf>Exact source quote
World prison population on the increase, after a hiatus during the COVID-19 pandemic Following a decrease during the COVID-19 pandemic, the number of people held in prison worldwide has started to rise again.5. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 11
Narrow public claim
The vast majority of prisoners worldwide are men, representing almost 94 per cent of the prison population or 10.8 million prisoners in 2022.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 11- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t01_primary_claims.json --source-file <local-raw-pdf>Exact source quote
The vast majority of prisoners worldwide are men, representing almost 94 per cent of the prison population or 10.8 million prisoners in 2022.6. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 12
Narrow public claim
PRISON MATTERS 2024: Global Prison Population and Trends; A Focus on Rehabilitation between 2019 and 2020 before increasing again in 2021 and 2022 (respectively to 143 and 144 prisoners per 100,000 population).6 In 2022, about half of the global population in prison was incarcerated in Asia, almost four percentage points more than in 2012, and a third in the Americas.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 12- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t01_primary_claims.json --source-file <local-raw-pdf>Exact source quote
PRISON MATTERS 2024: Global Prison Population and Trends; A Focus on Rehabilitation between 2019 and 2020 before increasing again in 2021 and 2022 (respectively to 143 and 144 prisoners per 100,000 population).6 In 2022, about half of the global population in prison was incarcerated in Asia, almost four percentage points more than in 2012, and a third in the Americas.7. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 12
Narrow public claim
Estimates for 2022 indicate that people in the Americas were nearly 4 times more likely to be in prison than those living in Africa.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 12- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t01_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Estimates for 2022 indicate that people in the Americas were nearly 4 times more likely to be in prison than those living in Africa.8. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 13
Narrow public claim
Nearly a third of the global prison population remains in pre-trial detention, masking wide regional disparities In 2022, around 3.5 million prisoners worldwide were held in pre-trial detention.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 13- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t01_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Nearly a third of the global prison population remains in pre-trial detention, masking wide regional disparities In 2022, around 3.5 million prisoners worldwide were held in pre-trial detention.9. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 13
Narrow public claim
Tracking the overall increase in the number of persons held in prison globally, the percentage of unsentenced prisoners among all prisoners has remained almost stable at around 30 per cent since 2012.9 ………………………………………………………………… Ibid.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 13- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t01_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Tracking the overall increase in the number of persons held in prison globally, the percentage of unsentenced prisoners among all prisoners has remained almost stable at around 30 per cent since 2012.9 ………………………………………………………………… Ibid.10. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 14
Narrow public claim
Across global regions, the highest proportion of unsentenced prisoners among the overall prison population is reported in Africa and Oceania (both at 36 per cent in 2022), and the lowest in Europe (18 per cent).
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 14- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t01_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Across global regions, the highest proportion of unsentenced prisoners among the overall prison population is reported in Africa and Oceania (both at 36 per cent in 2022), and the lowest in Europe (18 per cent).11. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 14
Narrow public claim
Breaking down these data to subregion level, the situation is particularly concerning in Southern Asia where almost two thirds of detainees (63 per cent) are held unsentenced.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 14- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t02_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Breaking down these data to subregion level, the situation is particularly concerning in Southern Asia where almost two thirds of detainees (63 per cent) are held unsentenced.12. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 15
Narrow public claim
In some regions women face a higher risk of pre-trial detention than men In 2022, a total of 3,311,000 men and 216,000 women were held in pre-trial detention worldwide.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 15- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t02_primary_claims.json --source-file <local-raw-pdf>Exact source quote
In some regions women face a higher risk of pre-trial detention than men In 2022, a total of 3,311,000 men and 216,000 women were held in pre-trial detention worldwide.13. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 15
Narrow public claim
Oceania has the highest gender gap, with 43 per cent of women compared to 35 per cent of men held without a sentence.13 ………………………………………………………………… Ibid.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 15- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t02_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Oceania has the highest gender gap, with 43 per cent of women compared to 35 per cent of men held without a sentence.13 ………………………………………………………………… Ibid.14. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 16
Narrow public claim
Prisons are overcrowded in more than 60 per cent of countries worldwide, sparking concerns about health and human rights of those detained in these prisons Overcrowding remains a significant concern in many prisons.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 16- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t02_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Prisons are overcrowded in more than 60 per cent of countries worldwide, sparking concerns about health and human rights of those detained in these prisons Overcrowding remains a significant concern in many prisons.15. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 16
Narrow public claim
This situation is particularly concerning in Africa and the Americas, where more than 70 per cent of countries with available data report overcrowded prison systems operating at more than 100 per cent of their planned capacity.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 16- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t02_primary_claims.json --source-file <local-raw-pdf>Exact source quote
This situation is particularly concerning in Africa and the Americas, where more than 70 per cent of countries with available data report overcrowded prison systems operating at more than 100 per cent of their planned capacity.16. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 17
Narrow public claim
Enhanced efforts are required to prevent deaths in prison; more than 1 in 10 deaths occurring in prison is a suicide The number and type of deaths occurring in prisons can provide insight into prison conditions and safety in prisons.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 17- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t02_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Enhanced efforts are required to prevent deaths in prison; more than 1 in 10 deaths occurring in prison is a suicide The number and type of deaths occurring in prisons can provide insight into prison conditions and safety in prisons.17. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 17
Narrow public claim
While data on mortality in prison remain limited in Africa, Asia and Oceania, it is possible to produce a global average based on data from 95 countries.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 17- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t02_primary_claims.json --source-file <local-raw-pdf>Exact source quote
While data on mortality in prison remain limited in Africa, Asia and Oceania, it is possible to produce a global average based on data from 95 countries.18. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 18
Narrow public claim
This is nearly three times lower than the crude death rate18 globally in 2022 (8.4 deaths per 1,000 people),19 reflecting the fact that people in prison are on average much younger than the general population.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 18- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t02_primary_claims.json --source-file <local-raw-pdf>Exact source quote
This is nearly three times lower than the crude death rate18 globally in 2022 (8.4 deaths per 1,000 people),19 reflecting the fact that people in prison are on average much younger than the general population.19. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 18
Narrow public claim
However, countries in the Americas with data had a much higher number of intentional homicides per 100,000 prisoners than countries in other regions, at 18.3 victims of intentional homicide per 100,000 prisoners.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 18- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t02_primary_claims.json --source-file <local-raw-pdf>Exact source quote
However, countries in the Americas with data had a much higher number of intentional homicides per 100,000 prisoners than countries in other regions, at 18.3 victims of intentional homicide per 100,000 prisoners.20. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 19
Narrow public claim
Based on available data in 95 countries worldwide, in 2022, 34.2 prisoners out of every 100,000 prisoners committed suicide, a rate that is more than three times higher than the 2019 global crude suicide rate of 9.2 deaths per 100,000 general population.23 The share of deaths due to suicide, among all deaths in prison, was the highest in Europe, at close to 18 per cent, followed by the Americas at 12 per cent.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 19- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t02_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Based on available data in 95 countries worldwide, in 2022, 34.2 prisoners out of every 100,000 prisoners committed suicide, a rate that is more than three times higher than the 2019 global crude suicide rate of 9.2 deaths per 100,000 general population.23 The share of deaths due to suicide, among all deaths in prison, was the highest in Europe, at close to 18 per cent, followed by the Americas at 12 per cent.21. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 19
Narrow public claim
Suicide was, however, the reported cause of death for less than 5 per cent of the deaths of prisoners in countries of Asia and Africa with data.24 ………………………………………………………………… World Health Organisation, ‘The Global Health Observatory, Suicide Rates’, The World Health Organisation, 2024.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 19- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t03_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Suicide was, however, the reported cause of death for less than 5 per cent of the deaths of prisoners in countries of Asia and Africa with data.24 ………………………………………………………………… World Health Organisation, ‘The Global Health Observatory, Suicide Rates’, The World Health Organisation, 2024.22. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 20
Narrow public claim
In some countries, prisons are under-staffed, reducing safety and undermining efforts to foster a rehabilitative prison environment Significant differences exist in prison staffing between different regions of the world.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 20- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t03_primary_claims.json --source-file <local-raw-pdf>Exact source quote
In some countries, prisons are under-staffed, reducing safety and undermining efforts to foster a rehabilitative prison environment Significant differences exist in prison staffing between different regions of the world.23. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 20
Narrow public claim
In 2022, they had the second highest number of prison staff relative to their general population, at 52.9 prison staff per 100,000 population.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 20- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t03_primary_claims.json --source-file <local-raw-pdf>Exact source quote
In 2022, they had the second highest number of prison staff relative to their general population, at 52.9 prison staff per 100,000 population.24. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 21
Narrow public claim
The share of women employed in prisons varies across regions with the highest share of women among all prison staff at 34.4 per cent in countries with data in Europe and the lowest at 18.7 per cent in countries with data in Africa.27 Rate of prison personnel per 100,000 population, 2022 or latest year available Notes: Regional and global figures are averages of countries with data weighted by their population.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 21- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t03_primary_claims.json --source-file <local-raw-pdf>Exact source quote
The share of women employed in prisons varies across regions with the highest share of women among all prison staff at 34.4 per cent in countries with data in Europe and the lowest at 18.7 per cent in countries with data in Africa.27 Rate of prison personnel per 100,000 population, 2022 or latest year available Notes: Regional and global figures are averages of countries with data weighted by their population.25. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 21
Narrow public claim
Globally, nearly 7 out of 10 those working in prisons are responsible for the surveillance of prisoners, while slightly more than 2 out of 10 are part of the prison administration and 1 out of 10 are employed to support prisoner health (including ………………………………………………………………… Ibid.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 21- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t03_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Globally, nearly 7 out of 10 those working in prisons are responsible for the surveillance of prisoners, while slightly more than 2 out of 10 are part of the prison administration and 1 out of 10 are employed to support prisoner health (including ………………………………………………………………… Ibid.26. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 22
Narrow public claim
A positive answer could potentially reflect that rehabilitation is being actively supported at an operational level, but it might equally reflect that rehabilitation is listed as one of the overall objectives of imprisonment, such as in penal legislation.32 All the same, looking at the regional breakdown, dedicated rehabilitation planning is reported to be underway in all regions. ………………………………………………………………… Ibid.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 22- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t03_primary_claims.json --source-file <local-raw-pdf>Exact source quote
A positive answer could potentially reflect that rehabilitation is being actively supported at an operational level, but it might equally reflect that rehabilitation is listed as one of the overall objectives of imprisonment, such as in penal legislation.32 All the same, looking at the regional breakdown, dedicated rehabilitation planning is reported to be underway in all regions. ………………………………………………………………… Ibid.27. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 23
Narrow public claim
The UNODC survey also asked responding jurisdictions about the level of priority that they would assign to a number of goals to establish a prison environment conducive to rehabilitation.33 All these goals, a number of respondents observed, are core goals for prison administration and the task of fostering a rehabilitative prison environment; therefore, caution is required when interpreting their relative priorities.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 23- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t03_primary_claims.json --source-file <local-raw-pdf>Exact source quote
The UNODC survey also asked responding jurisdictions about the level of priority that they would assign to a number of goals to establish a prison environment conducive to rehabilitation.33 All these goals, a number of respondents observed, are core goals for prison administration and the task of fostering a rehabilitative prison environment; therefore, caution is required when interpreting their relative priorities.28. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 23
Narrow public claim
Three goals were consistently ranked as high priority: fair and dignified prisoner treatment; torture prevention mechanisms; and safety and security.34 These are the bedrocks of good prison management.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 23- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t03_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Three goals were consistently ranked as high priority: fair and dignified prisoner treatment; torture prevention mechanisms; and safety and security.34 These are the bedrocks of good prison management.29. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 24
Narrow public claim
Responding jurisdictions were asked to identify a maximum of five highest priorities and a maximum of five lowest priorities relative to their rehabilitation objectives.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 24- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t03_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Responding jurisdictions were asked to identify a maximum of five highest priorities and a maximum of five lowest priorities relative to their rehabilitation objectives.30. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 24
Narrow public claim
First, individualized case management for every prisoner, and second, high-quality inter-agency cooperation between custodial and post-release agencies, such as probation or parole services.36 Almost half of jurisdictions with a rehabilitation strategy report the engagement of prisoners as stakeholders during planning Many stakeholders can be involved in the development of rehabilitation strategies in prison, among which are prisoners and their families.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 24- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t03_primary_claims.json --source-file <local-raw-pdf>Exact source quote
First, individualized case management for every prisoner, and second, high-quality inter-agency cooperation between custodial and post-release agencies, such as probation or parole services.36 Almost half of jurisdictions with a rehabilitation strategy report the engagement of prisoners as stakeholders during planning Many stakeholders can be involved in the development of rehabilitation strategies in prison, among which are prisoners and their families.31. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 25
Narrow public claim
PRISON MATTERS 2024: Global Prison Population and Trends; A Focus on Rehabilitation traditional feature of justice sector policy and planning, it is increasingly recognised by penal policy makers and prison managers as an element of best practice in prisons and offender management.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 25- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
PRISON MATTERS 2024: Global Prison Population and Trends; A Focus on Rehabilitation traditional feature of justice sector policy and planning, it is increasingly recognised by penal policy makers and prison managers as an element of best practice in prisons and offender management.32. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 25
Narrow public claim
Evidence from other areas where it is a more established practice, such as in healthcare, has shown it is associated with superior outcomes and satisfaction.37 Among the 46 jurisdictions that answered the question, around half (49 per cent) reported that they had taken into account the views and experience of prisoners, former prisoners and/or their families, while a further 15 per cent indicated that such engagement processes were being planned.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 25- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Evidence from other areas where it is a more established practice, such as in healthcare, has shown it is associated with superior outcomes and satisfaction.37 Among the 46 jurisdictions that answered the question, around half (49 per cent) reported that they had taken into account the views and experience of prisoners, former prisoners and/or their families, while a further 15 per cent indicated that such engagement processes were being planned.33. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 26
Narrow public claim
These can be divided into two sorts: those that focus on improving general prison management; and those that focus directly upon the prisoner.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 26- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
These can be divided into two sorts: those that focus on improving general prison management; and those that focus directly upon the prisoner.34. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 26
Narrow public claim
The latter emphasizes practices that directly support behaviour change (rehabilitation, desistance) processes at the individual level.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 26- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
The latter emphasizes practices that directly support behaviour change (rehabilitation, desistance) processes at the individual level.35. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 27
Narrow public claim
PRISON MATTERS 2024: Global Prison Population and Trends; A Focus on Rehabilitation Responding jurisdictions reported fewer activities supporting effective rehabilitation and social reintegration by involving a range of different stakeholders and as per community standards.41 The least reported of these, at 43 per cent, were measures to ”normalise“ prison life.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 27- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
PRISON MATTERS 2024: Global Prison Population and Trends; A Focus on Rehabilitation Responding jurisdictions reported fewer activities supporting effective rehabilitation and social reintegration by involving a range of different stakeholders and as per community standards.41 The least reported of these, at 43 per cent, were measures to ”normalise“ prison life.36. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 27
Narrow public claim
These are measures to ensure prisoners have the same access to services, such as healthcare, as they would in the community, that the prison’s routines are designed to reduce institutionalisation as far as possible, and that a degree of normal contact, such as with family, is maintained while the prisoner is in custody.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 27- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
These are measures to ensure prisoners have the same access to services, such as healthcare, as they would in the community, that the prison’s routines are designed to reduce institutionalisation as far as possible, and that a degree of normal contact, such as with family, is maintained while the prisoner is in custody.37. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 31
Narrow public claim
A considerable body of evidence, much of it from low- and middle-income countries, now illustrates the feasibility, sustainability and cost-benefits of reducing the use of pre trial detention45 46 47 and of non-custodial measures.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 31- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
A considerable body of evidence, much of it from low- and middle-income countries, now illustrates the feasibility, sustainability and cost-benefits of reducing the use of pre trial detention45 46 47 and of non-custodial measures.38. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 31
Narrow public claim
Estimates based on evidence from prisons in Malawi and Uganda, for example, suggest that effective paralegal programmes can be implemented for a cost of US$20 per prisoner and produce savings of three times that.48 ………………………………………………………………… Open Society Foundations and UNDP, ‘The Socioeconomic Impact of Pretrial Detention: A Global Pretrial Justice Report’, Open Society Justice Initiative (New York, NY, 2011).
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 31- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Estimates based on evidence from prisons in Malawi and Uganda, for example, suggest that effective paralegal programmes can be implemented for a cost of US$20 per prisoner and produce savings of three times that.48 ………………………………………………………………… Open Society Foundations and UNDP, ‘The Socioeconomic Impact of Pretrial Detention: A Global Pretrial Justice Report’, Open Society Justice Initiative (New York, NY, 2011).39. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 32
Narrow public claim
In summary, the impact of overcrowding multiplies the challenges faced by prison services in preserving the integrity of prison management, ensuring the health, safety and well-being of prisoners, maintaining a rehabilitative prison regime and preserving prison security.49 Research has extensively documented these pernicious effects of overcrowding.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 32- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
In summary, the impact of overcrowding multiplies the challenges faced by prison services in preserving the integrity of prison management, ensuring the health, safety and well-being of prisoners, maintaining a rehabilitative prison regime and preserving prison security.49 Research has extensively documented these pernicious effects of overcrowding.40. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 32
Narrow public claim
Stéphanie Baggio et al., ‘Do Overcrowding and Turnover Cause Violence in Prison?’, Frontiers in Psychiatry 10 (24 January 2020): 1015.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 32- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Stéphanie Baggio et al., ‘Do Overcrowding and Turnover Cause Violence in Prison?’, Frontiers in Psychiatry 10 (24 January 2020): 1015.41. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 33
Narrow public claim
A study in the United States, for example, has shown that almost 90 per cent of imprisoned fathers report that their female partner is taking care of their child.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 33- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
A study in the United States, for example, has shown that almost 90 per cent of imprisoned fathers report that their female partner is taking care of their child.42. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 33
Narrow public claim
Jo Taylor et al., ‘A Rapid Review of the Evidence on Models of Service Delivery for Correctional Centre-Based Mothers and Children’s Units: Does Our Approach Need to Change?’, BMJ Global Health 9, no.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 33- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Jo Taylor et al., ‘A Rapid Review of the Evidence on Models of Service Delivery for Correctional Centre-Based Mothers and Children’s Units: Does Our Approach Need to Change?’, BMJ Global Health 9, no.43. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 34
Narrow public claim
A toxicology study of all deaths in Irish prisons between 2009-2014, for example, found that in 30 per cent of suicide cases in prisons the person tested positive for drugs at time of death, even though the immediate cause of death was usually hanging.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 34- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
A toxicology study of all deaths in Irish prisons between 2009-2014, for example, found that in 30 per cent of suicide cases in prisons the person tested positive for drugs at time of death, even though the immediate cause of death was usually hanging.44. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 34
Narrow public claim
One systematic review of 38 high-quality suicide prevention studies from seven countries identified cognitive behavioural interventions as one of the most ………………………………………………………………… Róisín Mulgrew, ‘Prisoner Lives Cut Short: The Need to Address Structural, Societal and Environmental Factors to Reduce Preventable Prisoner Deaths’, Human Rights Law Review 23, no.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 34- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
One systematic review of 38 high-quality suicide prevention studies from seven countries identified cognitive behavioural interventions as one of the most ………………………………………………………………… Róisín Mulgrew, ‘Prisoner Lives Cut Short: The Need to Address Structural, Societal and Environmental Factors to Reduce Preventable Prisoner Deaths’, Human Rights Law Review 23, no.45. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 35
Narrow public claim
In Europe, for example, significant differences exist both within and between subregions as far as prison staffing levels are concerned.74 The burden of shortages appears to fall most heavily on specialised staff and health professionals, such as psychologists, nurses, and social workers.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 35- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
In Europe, for example, significant differences exist both within and between subregions as far as prison staffing levels are concerned.74 The burden of shortages appears to fall most heavily on specialised staff and health professionals, such as psychologists, nurses, and social workers.46. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 35
Narrow public claim
Marcelo F Aebi, Edoardo Cocco, and Lorena Molnar, ‘Prisons and Prisoners in Europe 2022: Key Findings of the SPACE I Report’, Series UNILCRIM (Council of Europe and University of Lausanne, 2023).
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 35- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Marcelo F Aebi, Edoardo Cocco, and Lorena Molnar, ‘Prisons and Prisoners in Europe 2022: Key Findings of the SPACE I Report’, Series UNILCRIM (Council of Europe and University of Lausanne, 2023).47. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 36
Narrow public claim
PRISON MATTERS 2024: Global Prison Population and Trends; A Focus on Rehabilitation found that mental ill health increased violent recidivism by 20 per cent in men and 40 per cent in women after all other risk factors had been accounted for.77 Fostering rehabilitation of prisoners A key aspect of prison management is to foster the rehabilitation and social reintegration prospects of prisoners.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 36- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
PRISON MATTERS 2024: Global Prison Population and Trends; A Focus on Rehabilitation found that mental ill health increased violent recidivism by 20 per cent in men and 40 per cent in women after all other risk factors had been accounted for.77 Fostering rehabilitation of prisoners A key aspect of prison management is to foster the rehabilitation and social reintegration prospects of prisoners.48. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 36
Narrow public claim
Some forms of prison programming ensure fundamental rights, such as educational programming,79 while others, including vocational training and employment, provide experience in a key pathway out of crime, which is stable employment.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 36- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Some forms of prison programming ensure fundamental rights, such as educational programming,79 while others, including vocational training and employment, provide experience in a key pathway out of crime, which is stable employment.49. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 37
Narrow public claim
At global level, there remains a wide gap in the access of prisoners to rehabilitation programmes and other constructive activities in support of their social reintegration prospects, with such access being severely limited in resource constrained environments in particular. ………………………………………………………………… Flora Fitzalan Howard and Helen Wakeling, ‘Evaluating the Impact of “Rehabilitative Adjudications” in Four English Prisons’, Psychology, Crime & Law 27, no.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 37- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
At global level, there remains a wide gap in the access of prisoners to rehabilitation programmes and other constructive activities in support of their social reintegration prospects, with such access being severely limited in resource constrained environments in particular. ………………………………………………………………… Flora Fitzalan Howard and Helen Wakeling, ‘Evaluating the Impact of “Rehabilitative Adjudications” in Four English Prisons’, Psychology, Crime & Law 27, no.50. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 41
Narrow public claim
In 2024, UNODC invited Member States’ prison administrations and other relevant bodies, as identified by their respective governments, to participate in a survey on prison rehabilitation and rehabilitative environments.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 41- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
In 2024, UNODC invited Member States’ prison administrations and other relevant bodies, as identified by their respective governments, to participate in a survey on prison rehabilitation and rehabilitative environments.51. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 41
Narrow public claim
The objective of the survey was to examine Member States’ priorities, frameworks and practices of prison rehabilitation to understand how prison rehabilitative environments can be made possible.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 41- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
The objective of the survey was to examine Member States’ priorities, frameworks and practices of prison rehabilitation to understand how prison rehabilitative environments can be made possible.52. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 42
Narrow public claim
PRISON MATTERS 2024: Global Prison Population and Trends; A Focus on Rehabilitation Prison rehabilitation strategies A key finding of this survey is the extent to which rehabilitation is recognised as a top priority for penal policy and penal administration and to which rehabilitation goals have become a focus of strategic planning.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 42- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
PRISON MATTERS 2024: Global Prison Population and Trends; A Focus on Rehabilitation Prison rehabilitation strategies A key finding of this survey is the extent to which rehabilitation is recognised as a top priority for penal policy and penal administration and to which rehabilitation goals have become a focus of strategic planning.53. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 42
Narrow public claim
90 An important theme arising in the evidence of work on rehabilitation is the importance of culturally appropriate, or suitably tailored, schemes, initiatives and tools.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 42- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
90 An important theme arising in the evidence of work on rehabilitation is the importance of culturally appropriate, or suitably tailored, schemes, initiatives and tools.54. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 43
Narrow public claim
In almost all cases, jurisdictions that had developed a rehabilitation strategy, model or framework also had in place some form of implementation arrangements.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 43- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
In almost all cases, jurisdictions that had developed a rehabilitation strategy, model or framework also had in place some form of implementation arrangements.55. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 44
Narrow public claim
Supporting descriptions and documents showed that many of the higher income jurisdictions have dedicated research and evaluation capacities that publish extensively the results of their work.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 44- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Supporting descriptions and documents showed that many of the higher income jurisdictions have dedicated research and evaluation capacities that publish extensively the results of their work.56. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 44
Narrow public claim
92 In some jurisdictions, these monitoring and evaluation efforts are required to fulfil statutory obligations and in some cases the prison service has key performance indicators associated with rehabilitation-related goals.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 44- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
92 In some jurisdictions, these monitoring and evaluation efforts are required to fulfil statutory obligations and in some cases the prison service has key performance indicators associated with rehabilitation-related goals.57. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 45
Narrow public claim
94 A second approach responding jurisdictions identified to develop a more rehabilitative prison environment was work undertaken to improve the social climate of prisons and the relationship between prisoners and prison staff.In one of the Baltic states, dynamic security is emphasised as an important component not only of institutional safety and security but so too of effective rehabilitation and resocialisation.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 45- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
94 A second approach responding jurisdictions identified to develop a more rehabilitative prison environment was work undertaken to improve the social climate of prisons and the relationship between prisoners and prison staff.In one of the Baltic states, dynamic security is emphasised as an important component not only of institutional safety and security but so too of effective rehabilitation and resocialisation.58. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 45
Narrow public claim
A rehabilitative index has been developed from this research, improving understanding of how prison environments influence different aspects.95 Finally, efforts to understand how rehabilitation is best achieved and to apply the results of research to rethinking the prison itself are reflected in new prison models.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 45- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
A rehabilitative index has been developed from this research, improving understanding of how prison environments influence different aspects.95 Finally, efforts to understand how rehabilitation is best achieved and to apply the results of research to rethinking the prison itself are reflected in new prison models.59. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 46
Narrow public claim
Second, more specialized rehabilitation programmes that target root causes of offending were implemented in around two thirds (68 per cent) of jurisdictions.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 46- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Second, more specialized rehabilitation programmes that target root causes of offending were implemented in around two thirds (68 per cent) of jurisdictions.60. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 46
Narrow public claim
Further, only about half of these jurisdictions (54 per cent) reported that programmes were developed on an evidence-based model or one that has a clear theory of change, and only slightly more (59 per cent) reported that these programmes were subject to regular monitoring and evaluation to inform improvements in practice.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 46- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Further, only about half of these jurisdictions (54 per cent) reported that programmes were developed on an evidence-based model or one that has a clear theory of change, and only slightly more (59 per cent) reported that these programmes were subject to regular monitoring and evaluation to inform improvements in practice.61. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 47
Narrow public claim
Even there, questions have been raised about the relevance and impact of such “effective” practices for minority groups, including indigenous offenders.102 103 The available evidence base for what is an effective rehabilitation programme in prisons in other regional contexts remains slim.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 47- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Even there, questions have been raised about the relevance and impact of such “effective” practices for minority groups, including indigenous offenders.102 103 The available evidence base for what is an effective rehabilitation programme in prisons in other regional contexts remains slim.62. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 47
Narrow public claim
The apparent success of rehabilitative elements of this training is captured in the reports of around three quarters (76 per cent) of jurisdictions that they had achieved prison officer buy-in to rehabilitative objectives.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 47- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
The apparent success of rehabilitative elements of this training is captured in the reports of around three quarters (76 per cent) of jurisdictions that they had achieved prison officer buy-in to rehabilitative objectives.63. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 48
Narrow public claim
Less than one in three jurisdictions (30 per cent) had some level of research staff capacity to support evidence-based learning and approaches.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 48- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Less than one in three jurisdictions (30 per cent) had some level of research staff capacity to support evidence-based learning and approaches.64. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 48
Narrow public claim
Specialist staff working with prisoners also appear to present a challenge, with fewer than half (41 per cent) of reporting jurisdictions having an adequate number of specialist personnel, including doctors, psychologists, psychiatrists, therapists, instructors and educators.105 Regional data indicated a broad trend toward more specialist staff and research capacity being available in higher income jurisdictions.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 48- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Specialist staff working with prisoners also appear to present a challenge, with fewer than half (41 per cent) of reporting jurisdictions having an adequate number of specialist personnel, including doctors, psychologists, psychiatrists, therapists, instructors and educators.105 Regional data indicated a broad trend toward more specialist staff and research capacity being available in higher income jurisdictions.65. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 49
Narrow public claim
Rehabilitation Rehabilitation can broadly be defined as “processes and practices that aim at the successful reintegration of those who have offended.”107 Since the 1990s, a dominant model of rehabilitation practice has emerged that focuses on a small set of programming targets (termed “criminogenic needs”) based on their empirically established relationship with reducing recidivism.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 49- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Rehabilitation Rehabilitation can broadly be defined as “processes and practices that aim at the successful reintegration of those who have offended.”107 Since the 1990s, a dominant model of rehabilitation practice has emerged that focuses on a small set of programming targets (termed “criminogenic needs”) based on their empirically established relationship with reducing recidivism.66. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 49
Narrow public claim
Seena Fazel et al., ‘An Updated Evidence Synthesis on the Risk-Need-Responsivity (RNR) Model: Umbrella Review and Commentary’, Journal of Criminal Justice 92 (1 May 2024): 1021-97.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 49- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Seena Fazel et al., ‘An Updated Evidence Synthesis on the Risk-Need-Responsivity (RNR) Model: Umbrella Review and Commentary’, Journal of Criminal Justice 92 (1 May 2024): 1021-97.67. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 50
Narrow public claim
Since studies of post-prison recidivism began in the 1920s, however, they have been plagued with problems of measurement.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 50- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Since studies of post-prison recidivism began in the 1920s, however, they have been plagued with problems of measurement.68. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 50
Narrow public claim
A systematic review of recidivism statistics concluded that “only 10 out of 50 countries with the largest prison populations reported recidivism statistics”, and most used slightly varying definitions.115 Two-year reconviction rates were the most common recidivism measure among the 33 countries globally that report post-prison reoffending, all but three of which are high income economies.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 50- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
A systematic review of recidivism statistics concluded that “only 10 out of 50 countries with the largest prison populations reported recidivism statistics”, and most used slightly varying definitions.115 Two-year reconviction rates were the most common recidivism measure among the 33 countries globally that report post-prison reoffending, all but three of which are high income economies.69. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 51
Narrow public claim
Research done on positive prison climates and on developing a more rehabilitative culture within prisons (see below) are examples of approaches that can contribute to understanding how prisons can be reformed to support prisoner rehabilitation and social reintegration.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 51- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Research done on positive prison climates and on developing a more rehabilitative culture within prisons (see below) are examples of approaches that can contribute to understanding how prisons can be reformed to support prisoner rehabilitation and social reintegration.70. UNODC Prison Matters 2024: Global Prison Population and Trends · PDF page 51
Narrow public claim
Nevertheless, improving prison conditions generally, and redesigning prison regimes with a view to supporting rehabilitation more specifically, are key elements as highlighted, for example, in the ASEAN region.118 One suggested approach to understanding and designing more rehabilitative prison environments has been to focus on the social climate of the prison.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- UNODC Prison Matters 2024: Global Prison Population and Trends
- Section locator
PDF page 51- Captured
- 2026-08-17
- Source SHA-256
c2fffe100bbf3f525b590775f004cc139f783c91c225b59b21cb989118f59c23- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom049_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Nevertheless, improving prison conditions generally, and redesigning prison regimes with a view to supporting rehabilitation more specifically, are key elements as highlighted, for example, in the ASEAN region.118 One suggested approach to understanding and designing more rehabilitative prison environments has been to focus on the social climate of the prison.