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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.
Elif Demirci. (2026, February 13). Cirrhosis Statistics. Gitnux. https://gitnux.org/cirrhosis-statistics
Elif Demirci. "Cirrhosis Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/cirrhosis-statistics.
Elif Demirci. 2026. "Cirrhosis Statistics." Gitnux. https://gitnux.org/cirrhosis-statistics.
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- Reference 5CDCcdc.gov
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- Reference 8CIHIcihi.ca
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- Reference 10GUTgut.bmj.com
gut.bmj.com
- Reference 11EASLeasl.eu
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- Reference 12MAYOCLINICmayoclinic.org
mayoclinic.org
- Reference 13NEJMnejm.org
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- Reference 14AASLDPUBSaasldpubs.onlinelibrary.wiley.com
aasldpubs.onlinelibrary.wiley.com
- Reference 15NIDDKniddk.nih.gov
niddk.nih.gov







