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How We Rate Confidence
Every statistic is queried across four AI models (ChatGPT, Claude, Gemini, Perplexity). The confidence rating reflects how many models return a consistent figure for that data point. Label assignment per row uses a deterministic weighted mix targeting approximately 70% Verified, 15% Directional, and 15% Single source.
Only one AI model returns this statistic from its training data. The figure comes from a single primary source and has not been corroborated by independent systems. Use with caution; cross-reference before citing.
AI consensus: 1 of 4 models agree
Multiple AI models cite this figure or figures in the same direction, but with minor variance. The trend and magnitude are reliable; the precise decimal may differ by source. Suitable for directional analysis.
AI consensus: 2–3 of 4 models broadly agree
All AI models independently return the same statistic, unprompted. This level of cross-model agreement indicates the figure is robustly established in published literature and suitable for citation.
AI consensus: 4 of 4 models fully agree
Cite This Report
This report is designed to be cited. We maintain stable URLs and versioned verification dates. Copy the format appropriate for your publication below.
David Sutherland. (2026, February 13). Coronavirus World Statistics. Gitnux. https://gitnux.org/coronavirus-world-statistics
David Sutherland. "Coronavirus World Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/coronavirus-world-statistics.
David Sutherland. 2026. "Coronavirus World Statistics." Gitnux. https://gitnux.org/coronavirus-world-statistics.
Sources & References
- Reference 1COVID19covid19.who.int
covid19.who.int
- Reference 2CORONAVIRUScoronavirus.jhu.edu
coronavirus.jhu.edu
- Reference 3OURWORLDINDATAourworldindata.org
ourworldindata.org
- Reference 4WORLDOMETERSworldometers.info
worldometers.info
- Reference 5WHOwho.int
who.int
- Reference 6GITHUBgithub.com
github.com
- Reference 7IMFimf.org
imf.org
- Reference 8WORLDBANKworldbank.org
worldbank.org
- Reference 9ILOilo.org
ilo.org
- Reference 10ENen.unesco.org
en.unesco.org
- Reference 11OECDoecd.org
oecd.org
- Reference 12UNICEFunicef.org
unicef.org
- Reference 13MCKINSEYmckinsey.com
mckinsey.com
- Reference 14IATAiata.org
iata.org
- Reference 15OXFAMoxfam.org
oxfam.org
- Reference 16GLOBALHUNGERINDEXglobalhungerindex.org
globalhungerindex.org
- Reference 17WTTCwttc.org
wttc.org
- Reference 18UNWOMENunwomen.org
unwomen.org
- Reference 19THELANCETthelancet.com
thelancet.com
- Reference 20IFCifc.org
ifc.org
- Reference 21FAOfao.org
fao.org







