CLAIMBOUND / SOURCE-PUBLICATION EVIDENCE
Health insurance
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1. Global spending on health: Emerging from the pandemic · PDF page 4
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WHO is not responsible for the content or accuracy of this translation.
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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
- Global spending on health: Emerging from the pandemic
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PDF page 4- Captured
- 2026-08-17
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WHO is not responsible for the content or accuracy of this translation.2. Global spending on health: Emerging from the pandemic · PDF page 4
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Errors and omis sions excepted, the names of proprietary products are distinguished by initial capital letters.
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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
- Global spending on health: Emerging from the pandemic
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PDF page 4- Captured
- 2026-08-17
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Errors and omis sions excepted, the names of proprietary products are distinguished by initial capital letters.3. Global spending on health: Emerging from the pandemic · PDF page 4
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All reasonable precautions have been taken by WHO to verify the information contained in this publication.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 4- Captured
- 2026-08-17
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All reasonable precautions have been taken by WHO to verify the information contained in this publication.4. Global spending on health: Emerging from the pandemic · PDF page 4
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However, the published material is being distributed without warranty of any kind, either expressed or implied.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 4- Captured
- 2026-08-17
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However, the published material is being distributed without warranty of any kind, either expressed or implied.5. Global spending on health: Emerging from the pandemic · PDF page 8
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In most income groups, this occurred against a backdrop of rising government spending, implying that health’s share of general government spending—a measure of health priority — fell.
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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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 8- Captured
- 2026-08-17
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In most income groups, this occurred against a backdrop of rising government spending, implying that health’s share of general government spending—a measure of health priority — fell.6. Global spending on health: Emerging from the pandemic · PDF page 8
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The exception was in high income countries, where health priority remained close to 2021 lev els, but general government spending declined.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 8- Captured
- 2026-08-17
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The exception was in high income countries, where health priority remained close to 2021 lev els, but general government spending declined.7. Global spending on health: Emerging from the pandemic · PDF page 8
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Aid is particularly important in low income coun tries, accounting for a larger share (31%) of total health spending than domestic public spending (22%).
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 8- Captured
- 2026-08-17
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Aid is particularly important in low income coun tries, accounting for a larger share (31%) of total health spending than domestic public spending (22%).8. Global spending on health: Emerging from the pandemic · PDF page 8
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Across all income groups, health spending per capita in 2022 was above 2019 levels in real terms and close to long-term rising trends from 2000 to 2019.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 8- Captured
- 2026-08-17
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Across all income groups, health spending per capita in 2022 was above 2019 levels in real terms and close to long-term rising trends from 2000 to 2019.9. Global spending on health: Emerging from the pandemic · PDF page 8
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In upper-middle and high income countries, health priority in 2022 remained above prepandemic levels, whereas in low and lower-middle income countries, it was at prepandemic levels.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 8- Captured
- 2026-08-17
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c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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In upper-middle and high income countries, health priority in 2022 remained above prepandemic levels, whereas in low and lower-middle income countries, it was at prepandemic levels.10. Global spending on health: Emerging from the pandemic · PDF page 8
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It is still too early to assess whether the C OVID-19 pandemic has continued (or altered) the long-term trends in health spending.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 8- Captured
- 2026-08-17
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It is still too early to assess whether the C OVID-19 pandemic has continued (or altered) the long-term trends in health spending.11. Global spending on health: Emerging from the pandemic · PDF page 8
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In particular, it remains unclear whether govern ments can sustain elevated health spending per capita amid such economic headwinds as slowing economic growth and rising debt service costs as well as competing 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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 8- Captured
- 2026-08-17
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In particular, it remains unclear whether govern ments can sustain elevated health spending per capita amid such economic headwinds as slowing economic growth and rising debt service costs as well as competing priorities.12. Global spending on health: Emerging from the pandemic · PDF page 9
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However, in 2022, OOPS was still the main financing scheme in 30 low and lower-middle income countries; in 20 of these, OOPS accounted for more than half of total health spending.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 9- Captured
- 2026-08-17
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However, in 2022, OOPS was still the main financing scheme in 30 low and lower-middle income countries; in 20 of these, OOPS accounted for more than half of total health spending.13. Global spending on health: Emerging from the pandemic · PDF page 9
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The increase in the share of total health spending flowing through SHI schemes between 2000 and 2019 was driven mainly by government budget transfers, even when insurance contribu tions were the main funding source.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 9- Captured
- 2026-08-17
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The increase in the share of total health spending flowing through SHI schemes between 2000 and 2019 was driven mainly by government budget transfers, even when insurance contribu tions were the main funding source.14. Global spending on health: Emerging from the pandemic · PDF page 9
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Most countries had voluntary health insurance (VHI) but on a small scale, at less than 5% of total health spending, on average, in 2022, and only 20 countries had it financing more than 10%.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 9- Captured
- 2026-08-17
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Most countries had voluntary health insurance (VHI) but on a small scale, at less than 5% of total health spending, on average, in 2022, and only 20 countries had it financing more than 10%.15. Global spending on health: Emerging from the pandemic · PDF page 9
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It maintains the Global Health Expenditure Database (GHED), with annual updates since 2000 for more than 190 countries, and produces the annual Global Health Expenditure Report (GHER).
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 9- Captured
- 2026-08-17
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It maintains the Global Health Expenditure Database (GHED), with annual updates since 2000 for more than 190 countries, and produces the annual Global Health Expenditure Report (GHER).16. Global spending on health: Emerging from the pandemic · PDF page 9
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Institutionalization for sustainability: Institutionalizing health accounts is vital for generat ing reliable and timely health spending data.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 9- Captured
- 2026-08-17
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Institutionalization for sustainability: Institutionalizing health accounts is vital for generat ing reliable and timely health spending data.17. Global spending on health: Emerging from the pandemic · PDF page 9
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WHO, in collaboration with partners, has supported countries in building capacity, enhancing data quality and promoting the use of data for effective policy-making.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 9- Captured
- 2026-08-17
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WHO, in collaboration with partners, has supported countries in building capacity, enhancing data quality and promoting the use of data for effective policy-making.18. Global spending on health: Emerging from the pandemic · PDF page 9
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The path forward: The programme will address emerging data needs, leverage digital tools for data production and management and strengthen institutional support to ensure reliable health spending data, enabling better policies to build resilient health systems for universal health coverage and health security.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 9- Captured
- 2026-08-17
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The path forward: The programme will address emerging data needs, leverage digital tools for data production and management and strengthen institutional support to ensure reliable health spending data, enabling better policies to build resilient health systems for universal health coverage and health security.19. Global spending on health: Emerging from the pandemic · PDF page 16
Narrow public claim
Note: The metadata of the health expenditure series in the GHED provide further details on the WHO estimation method for each country.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 16- Captured
- 2026-08-17
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Note: The metadata of the health expenditure series in the GHED provide further details on the WHO estimation method for each country.20. Global spending on health: Emerging from the pandemic · PDF page 17
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The conversion from national currency units to US dollars is based on country-specific exchange rates 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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 17- Captured
- 2026-08-17
- Source SHA-256
c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
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The conversion from national currency units to US dollars is based on country-specific exchange rates in 2022.21. Global spending on health: Emerging from the pandemic · PDF page 17
Narrow public claim
The terms “health spending” and “total health spending” in this report are used synonymously with “current health expenditure.” Capital expenditure on health is not included (4).
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 17- Captured
- 2026-08-17
- Source SHA-256
c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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The terms “health spending” and “total health spending” in this report are used synonymously with “current health expenditure.” Capital expenditure on health is not included (4).22. Global spending on health: Emerging from the pandemic · PDF page 17
Narrow public claim
1.1 and 1.2 and the accompanying discussion are the sum of total health spending in US dollars across 190 WHO Member States.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 17- Captured
- 2026-08-17
- Source SHA-256
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1.1 and 1.2 and the accompanying discussion are the sum of total health spending in US dollars across 190 WHO Member States.23. Global spending on health: Emerging from the pandemic · PDF page 17
Narrow public claim
The conversion from national currency units to US dollars is based on the exchange rate 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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 17- Captured
- 2026-08-17
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The conversion from national currency units to US dollars is based on the exchange rate in 2022.24. Global spending on health: Emerging from the pandemic · PDF page 17
Narrow public claim
Country- specific GDP deflators were used to convert current values to constant (2022) values.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 17- Captured
- 2026-08-17
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Country- specific GDP deflators were used to convert current values to constant (2022) values.25. Global spending on health: Emerging from the pandemic · PDF page 17
Narrow public claim
Cuba is excluded because international agencies did not report its exchange rate, Lebanon is excluded because it was reclassified from an upper middle income country to a lower- middle income country in 2021 and Ukraine is excluded because no data are available for 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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 17- Captured
- 2026-08-17
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Cuba is excluded because international agencies did not report its exchange rate, Lebanon is excluded because it was reclassified from an upper middle income country to a lower- middle income country in 2021 and Ukraine is excluded because no data are available for 2022.26. Global spending on health: Emerging from the pandemic · PDF page 17
Narrow public claim
The term is used interchangeably in this report with “government spending from domestic sources” and “domestic government spending on health.” 5.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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- Primary source
- Global spending on health: Emerging from the pandemic
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PDF page 17- Captured
- 2026-08-17
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The term is used interchangeably in this report with “government spending from domestic sources” and “domestic government spending on health.” 5.27. Global spending on health: Emerging from the pandemic · PDF page 17
Narrow public claim
Note: Each country is categorized for the entire period according to its 2022 World Bank income group classification.
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.
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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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 17- Captured
- 2026-08-17
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Note: Each country is categorized for the entire period according to its 2022 World Bank income group classification.28. Global spending on health: Emerging from the pandemic · PDF page 18
Narrow public claim
Averages are calculated as the average value of each indicator across all the countries in the relevant income group.
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
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- Primary source
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 18- Captured
- 2026-08-17
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Averages are calculated as the average value of each indicator across all the countries in the relevant income group.29. Global spending on health: Emerging from the pandemic · PDF page 18
Narrow public claim
The former is health spending as share of GDP averaged across all countries, while the latter is the sum of health spending at the global level divided by the sum of GDP at the global 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.
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- Primary source
- Global spending on health: Emerging from the pandemic
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PDF page 18- Captured
- 2026-08-17
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The former is health spending as share of GDP averaged across all countries, while the latter is the sum of health spending at the global level divided by the sum of GDP at the global level.30. Global spending on health: Emerging from the pandemic · PDF page 20
Narrow public claim
Note: Growth rates are based on per capita values in constant (2022) national currency units.
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.
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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
- Global spending on health: Emerging from the pandemic
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PDF page 20- Captured
- 2026-08-17
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Note: Growth rates are based on per capita values in constant (2022) national currency units.31. Global spending on health: Emerging from the pandemic · PDF page 20
Narrow public claim
Country-specific GDP deflators were used to convert current val ues to constant values.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 20- Captured
- 2026-08-17
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Country-specific GDP deflators were used to convert current val ues to constant values.32. Global spending on health: Emerging from the pandemic · PDF page 23
Narrow public claim
Similarly, in upper- middle income countries, average OOPS per capita was 4% higher in real terms than before the pandemic, despite a slight drop 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.
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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
- Global spending on health: Emerging from the pandemic
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PDF page 23- Captured
- 2026-08-17
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Similarly, in upper- middle income countries, average OOPS per capita was 4% higher in real terms than before the pandemic, despite a slight drop in 2022.33. Global spending on health: Emerging from the pandemic · PDF page 23
Narrow public claim
This trend was especially prev alent in high income countries (where nearly four- fifths of countries experienced it) and upper- middle income countries (where nearly three- fifths of countries did).
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.
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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
- Global spending on health: Emerging from the pandemic
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PDF page 23- Captured
- 2026-08-17
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This trend was especially prev alent in high income countries (where nearly four- fifths of countries experienced it) and upper- middle income countries (where nearly three- fifths of countries did).34. Global spending on health: Emerging from the pandemic · PDF page 25
Narrow public claim
Note: Voluntary prepayment and other funding sources are not shown because they are very small.
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
- Global spending on health: Emerging from the pandemic
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PDF page 25- Captured
- 2026-08-17
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Note: Voluntary prepayment and other funding sources are not shown because they are very small.35. Global spending on health: Emerging from the pandemic · PDF page 27
Narrow public claim
Trend values are calculated as the annualized growth rate of average spending per capita between 2000 and 2019 and extended to 2020–2022.
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
- Global spending on health: Emerging from the pandemic
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PDF page 27- Captured
- 2026-08-17
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Trend values are calculated as the annualized growth rate of average spending per capita between 2000 and 2019 and extended to 2020–2022.36. Global spending on health: Emerging from the pandemic · PDF page 27
Narrow public claim
Both actual and trend values are based on per capita values in constant (2022) US dollars by income group, including only countries with uninterrupted panel data between 2000 and 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
- Global spending on health: Emerging from the pandemic
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PDF page 27- Captured
- 2026-08-17
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Both actual and trend values are based on per capita values in constant (2022) US dollars by income group, including only countries with uninterrupted panel data between 2000 and 2022.37. Global spending on health: Emerging from the pandemic · PDF page 34
Narrow public claim
The rest of health spending is financed through voluntary schemes, schemes of the rest of the world and household OOPS.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 34- Captured
- 2026-08-17
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The rest of health spending is financed through voluntary schemes, schemes of the rest of the world and household OOPS.38. Global spending on health: Emerging from the pandemic · PDF page 35
Narrow public claim
Financing schemes and their source of funding at country level can differ from this schematic view.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 35- Captured
- 2026-08-17
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Financing schemes and their source of funding at country level can differ from this schematic view.39. Global spending on health: Emerging from the pandemic · PDF page 36
Narrow public claim
Countries may use differ ent names for their national schemes.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 36- Captured
- 2026-08-17
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Countries may use differ ent names for their national schemes.40. Global spending on health: Emerging from the pandemic · PDF page 37
Narrow public claim
Note: Other third-party financing schemes include compulsory medical saving accounts, enterprise (voluntary) schemes, rest of the world schemes (nonresi dent compulsory or voluntary schemes), and unknown or not elsewhere classified health financing schemes.
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
- Global spending on health: Emerging from the pandemic
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PDF page 37- Captured
- 2026-08-17
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Note: Other third-party financing schemes include compulsory medical saving accounts, enterprise (voluntary) schemes, rest of the world schemes (nonresi dent compulsory or voluntary schemes), and unknown or not elsewhere classified health financing schemes.41. Global spending on health: Emerging from the pandemic · PDF page 37
Narrow public claim
Health spending per capita is reported in constant (2022) US dollars.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 37- Captured
- 2026-08-17
- Source SHA-256
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Health spending per capita is reported in constant (2022) US dollars.42. Global spending on health: Emerging from the pandemic · PDF page 37
Narrow public claim
Country-specific GDP deflators were used to convert national current values to constant values with 2022 as the base year.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 37- Captured
- 2026-08-17
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Country-specific GDP deflators were used to convert national current values to constant values with 2022 as the base year.43. Global spending on health: Emerging from the pandemic · PDF page 37
Narrow public claim
Constant national currency values were converted to constant US dollar values using 2022 currency exchange rates.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 37- Captured
- 2026-08-17
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Constant national currency values were converted to constant US dollar values using 2022 currency exchange rates.44. Global spending on health: Emerging from the pandemic · PDF page 39
Narrow public claim
Note: The total number of countries each differs because some countries did not exist or did not report data for some years.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 39- Captured
- 2026-08-17
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Note: The total number of countries each differs because some countries did not exist or did not report data for some years.45. Global spending on health: Emerging from the pandemic · PDF page 42
Narrow public claim
Note: The percentage increase or decrease by country and the median growth rate of government scheme spending were calculated using spending per capita in constant national currency units.
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
- Global spending on health: Emerging from the pandemic
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PDF page 42- Captured
- 2026-08-17
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Note: The percentage increase or decrease by country and the median growth rate of government scheme spending were calculated using spending per capita in constant national currency units.46. Global spending on health: Emerging from the pandemic · PDF page 42
Narrow public claim
Because of missing 2022 data for Ukraine, the total number of countries for 2022 is 162, and the number of lower-middle income countries is 47.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 42- Captured
- 2026-08-17
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c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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Because of missing 2022 data for Ukraine, the total number of countries for 2022 is 162, and the number of lower-middle income countries is 47.47. Global spending on health: Emerging from the pandemic · PDF page 43
Narrow public claim
Note: The cumulative growth index was calculated using spending per capita in constant national currency units.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 43- Captured
- 2026-08-17
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Note: The cumulative growth index was calculated using spending per capita in constant national currency units.48. Global spending on health: Emerging from the pandemic · PDF page 44
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In lower-middle income countries with SHI, the increase was only 2 percentage points (from 9% to 11%), despite high growth in SHI spending per capita.
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.
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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
- Global spending on health: Emerging from the pandemic
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PDF page 44- Captured
- 2026-08-17
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c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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In lower-middle income countries with SHI, the increase was only 2 percentage points (from 9% to 11%), despite high growth in SHI spending per capita.49. Global spending on health: Emerging from the pandemic · PDF page 45
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For some countries, other types of SHI revenue can therefore be included in budget transfers.
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.
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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
- Global spending on health: Emerging from the pandemic
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PDF page 45- Captured
- 2026-08-17
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For some countries, other types of SHI revenue can therefore be included in budget transfers.50. Global spending on health: Emerging from the pandemic · PDF page 46
Narrow public claim
SHI scheme spending is the sum of spending funded by SHI contributions and budget transfers to SHI.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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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
- Global spending on health: Emerging from the pandemic
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PDF page 46- Captured
- 2026-08-17
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SHI scheme spending is the sum of spending funded by SHI contributions and budget transfers to SHI.51. Global spending on health: Emerging from the pandemic · PDF page 46
Narrow public claim
Govern ment scheme spending (including domestic public and external funding) is added to visualize the total contribution of general budgets for health (the sum of budget transfers to SHI and government schemes).
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.
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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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 46- Captured
- 2026-08-17
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c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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Govern ment scheme spending (including domestic public and external funding) is added to visualize the total contribution of general budgets for health (the sum of budget transfers to SHI and government schemes).52. Global spending on health: Emerging from the pandemic · PDF page 60
Narrow public claim
Israel’s spending on C OVID-19-related activities in 2021 is recorded under governance (HC.7), leading to an underestimation of preventive care spending.
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.
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- Primary source
- Global spending on health: Emerging from the pandemic
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PDF page 60- Captured
- 2026-08-17
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Israel’s spending on C OVID-19-related activities in 2021 is recorded under governance (HC.7), leading to an underestimation of preventive care spending.53. Global spending on health: Emerging from the pandemic · PDF page 74
Narrow public claim
At its inception, the programme was known as the National Health Accounts programme.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 74- Captured
- 2026-08-17
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c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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At its inception, the programme was known as the National Health Accounts programme.54. Global spending on health: Emerging from the pandemic · PDF page 77
Narrow public claim
Despite being for health, spending on research and development in the race to develop a vaccine was also excluded because it was not considered final consumption of health care.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 77- Captured
- 2026-08-17
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c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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Despite being for health, spending on research and development in the race to develop a vaccine was also excluded because it was not considered final consumption of health care.55. Global spending on health: Emerging from the pandemic · PDF page 77
Narrow public claim
The handling of spending on surgical and homemade masks and other personal protective equipment was also key to delineate.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 77- Captured
- 2026-08-17
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c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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The handling of spending on surgical and homemade masks and other personal protective equipment was also key to delineate.56. Global spending on health: Emerging from the pandemic · PDF page 78
Narrow public claim
They must be technically knowledgeable and have access to data.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 78- Captured
- 2026-08-17
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c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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They must be technically knowledgeable and have access to data.57. Global spending on health: Emerging from the pandemic · PDF page 78
Narrow public claim
A minimum of one focal point is required, but some countries nominate two: one managerial, at the decision level (for example, a director or cabinet chief), and one technically sound person with hands- on data knowledge.
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
- Global spending on health: Emerging from the pandemic
- Section locator
PDF page 78- Captured
- 2026-08-17
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c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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A minimum of one focal point is required, but some countries nominate two: one managerial, at the decision level (for example, a director or cabinet chief), and one technically sound person with hands- on data knowledge.58. Global spending on health: Emerging from the pandemic · PDF page 78
Narrow public claim
In at least 2 OECD countries, they are from academia or research institutes.
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
- Global spending on health: Emerging from the pandemic
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PDF page 78- Captured
- 2026-08-17
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c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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In at least 2 OECD countries, they are from academia or research institutes.59. Global spending on health: Emerging from the pandemic · PDF page 79
Narrow public claim
The values cited in this paragraph do not include countries that still reported data using the SHA 1.0 framework.
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.
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- Global spending on health: Emerging from the pandemic
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PDF page 79- Captured
- 2026-08-17
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c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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The values cited in this paragraph do not include countries that still reported data using the SHA 1.0 framework.60. Global spending on health: Emerging from the pandemic · PDF page 80
Narrow public claim
It also requires its eight member states to produce and release a set of health spending data annually (30).
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
- Global spending on health: Emerging from the pandemic
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PDF page 80- Captured
- 2026-08-17
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c64ec0210bb8cfe845946f6dc2f21bdee75ced44d54a51d05ac48c8cae0cc2e5- Reproduction
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It also requires its eight member states to produce and release a set of health spending data annually (30).61. Tracking universal health coverage: 2023 global monitoring report · PDF page 5
Narrow public claim
Foreword ‘Leaving no one behind’ is a central promise of the 2030 Agenda for Sustainable Development, which recognizes health as a fundamental human right.
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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
- Tracking universal health coverage: 2023 global monitoring report
- Section locator
PDF page 5- Captured
- 2026-08-17
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28c5d7935c098d6b04022832c04a1df3736ca6d3fbd5f09fd8b4b833e3de2f62- Reproduction
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Foreword ‘Leaving no one behind’ is a central promise of the 2030 Agenda for Sustainable Development, which recognizes health as a fundamental human right.62. Tracking universal health coverage: 2023 global monitoring report · PDF page 5
Narrow public claim
This 2023 UHC Global Monitoring Report is being released on the eve of the High-Level Meeting on UHC at the 78th United Nations General Assembly, reflecting the vital role of national political commitment in the pursuit of UHC.
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
- Tracking universal health coverage: 2023 global monitoring report
- Section locator
PDF page 5- Captured
- 2026-08-17
- Source SHA-256
28c5d7935c098d6b04022832c04a1df3736ca6d3fbd5f09fd8b4b833e3de2f62- Reproduction
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This 2023 UHC Global Monitoring Report is being released on the eve of the High-Level Meeting on UHC at the 78th United Nations General Assembly, reflecting the vital role of national political commitment in the pursuit of UHC.63. Tracking universal health coverage: 2023 global monitoring report · PDF page 8
Narrow public claim
While there was substantial regional variation in SDGs 3.8.1 and 3.8.2 levels when the SDGs era began in 2015, all regions have since shown the same pattern of stagnating service coverage and worsening financial hardship.
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.
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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
- Tracking universal health coverage: 2023 global monitoring report
- Section locator
PDF page 8- Captured
- 2026-08-17
- Source SHA-256
28c5d7935c098d6b04022832c04a1df3736ca6d3fbd5f09fd8b4b833e3de2f62- Reproduction
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While there was substantial regional variation in SDGs 3.8.1 and 3.8.2 levels when the SDGs era began in 2015, all regions have since shown the same pattern of stagnating service coverage and worsening financial hardship.64. Tracking universal health coverage: 2023 global monitoring report · PDF page 8
Narrow public claim
Notes: Analysis only includes the 138 countries with at least two reported data points for SDG 3.8.2 since 2000; annualized rate of change based on the available periods for each indicator, for SDG 3.8.2, the median minimum year was 2004, and the median maximum year was 2017; for SDG 3.8.1, all years 2000–2021 were available for all 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
- Tracking universal health coverage: 2023 global monitoring report
- Section locator
PDF page 8- Captured
- 2026-08-17
- Source SHA-256
28c5d7935c098d6b04022832c04a1df3736ca6d3fbd5f09fd8b4b833e3de2f62- Reproduction
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Notes: Analysis only includes the 138 countries with at least two reported data points for SDG 3.8.2 since 2000; annualized rate of change based on the available periods for each indicator, for SDG 3.8.2, the median minimum year was 2004, and the median maximum year was 2017; for SDG 3.8.1, all years 2000–2021 were available for all countries.65. Tracking universal health coverage: 2023 global monitoring report · PDF page 9
Narrow public claim
Moreover, there was no change in the global SCI score between 2019 and 2021, a period during which the COVID-19 pandemic impacted health systems and economies 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.
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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
- Tracking universal health coverage: 2023 global monitoring report
- Section locator
PDF page 9- Captured
- 2026-08-17
- Source SHA-256
28c5d7935c098d6b04022832c04a1df3736ca6d3fbd5f09fd8b4b833e3de2f62- Reproduction
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Moreover, there was no change in the global SCI score between 2019 and 2021, a period during which the COVID-19 pandemic impacted health systems and economies worldwide.66. Tracking universal health coverage: 2023 global monitoring report · PDF page 10
Narrow public claim
The most significant improvements since 2000 were observed in the infectious disease component of service coverage, improving by an average of 7% per year.
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
- Tracking universal health coverage: 2023 global monitoring report
- Section locator
PDF page 10- Captured
- 2026-08-17
- Source SHA-256
28c5d7935c098d6b04022832c04a1df3736ca6d3fbd5f09fd8b4b833e3de2f62- Reproduction
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The most significant improvements since 2000 were observed in the infectious disease component of service coverage, improving by an average of 7% per year.67. Tracking universal health coverage: 2023 global monitoring report · PDF page 10
Narrow public claim
This indicates that in 2021, about four and a half billion people (ranging from approximately 14–87% of the population at the country level) were not fully covered by essential health services.
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
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- Primary source
- Tracking universal health coverage: 2023 global monitoring report
- Section locator
PDF page 10- Captured
- 2026-08-17
- Source SHA-256
28c5d7935c098d6b04022832c04a1df3736ca6d3fbd5f09fd8b4b833e3de2f62- Reproduction
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom028_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
This indicates that in 2021, about four and a half billion people (ranging from approximately 14–87% of the population at the country level) were not fully covered by essential health services.68. Tracking universal health coverage: 2023 global monitoring report · PDF page 11
Narrow public claim
The global percentage of people living in households spending more than 10% of the household budget on OOP health expenses has continuously increased from 9.6% in 2000 to 12.6% in 2015 and reached 13.5% in 2019 (see Fig.1).
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
- Tracking universal health coverage: 2023 global monitoring report
- Section locator
PDF page 11- Captured
- 2026-08-17
- Source SHA-256
28c5d7935c098d6b04022832c04a1df3736ca6d3fbd5f09fd8b4b833e3de2f62- 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_dom028_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
The global percentage of people living in households spending more than 10% of the household budget on OOP health expenses has continuously increased from 9.6% in 2000 to 12.6% in 2015 and reached 13.5% in 2019 (see Fig.1).69. Tracking universal health coverage: 2023 global monitoring report · PDF page 11
Narrow public claim
Within countries, catastrophic OOP health spending is more prevalent among people living in households with older members (age 60 years or over).
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
- Tracking universal health coverage: 2023 global monitoring report
- Section locator
PDF page 11- Captured
- 2026-08-17
- Source SHA-256
28c5d7935c098d6b04022832c04a1df3736ca6d3fbd5f09fd8b4b833e3de2f62- 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_dom028_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Within countries, catastrophic OOP health spending is more prevalent among people living in households with older members (age 60 years or over).70. Tracking universal health coverage: 2023 global monitoring report · PDF page 12
Narrow public claim
Within countries impoverishing health spending is more prevalent among people living in rural areas, multi-generational households, with a male-headed household or younger household head (below 60 years of age).
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
- Tracking universal health coverage: 2023 global monitoring report
- Section locator
PDF page 12- Captured
- 2026-08-17
- Source SHA-256
28c5d7935c098d6b04022832c04a1df3736ca6d3fbd5f09fd8b4b833e3de2f62- 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_dom028_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Within countries impoverishing health spending is more prevalent among people living in rural areas, multi-generational households, with a male-headed household or younger household head (below 60 years of age).