Cancer Types
Cancer Types Interpretation
Carcinogens Exposure
Carcinogens Exposure Interpretation
Epidemiology
Epidemiology Interpretation
Health Outcomes
Health Outcomes Interpretation
Prevention and Interventions
Prevention and Interventions Interpretation
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.
Margot Villeneuve. (2026, February 13). Firefighter Cancer Statistics. Gitnux. https://gitnux.org/firefighter-cancer-statistics
Margot Villeneuve. "Firefighter Cancer Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/firefighter-cancer-statistics.
Margot Villeneuve. 2026. "Firefighter Cancer Statistics." Gitnux. https://gitnux.org/firefighter-cancer-statistics.
Sources & References
- Reference 1CDCcdc.gov
cdc.gov
- Reference 2PUBMEDpubmed.ncbi.nlm.nih.gov
pubmed.ncbi.nlm.nih.gov
- Reference 3NCBIncbi.nlm.nih.gov
ncbi.nlm.nih.gov
- Reference 4AJPHajph.org
ajph.org
- Reference 5FIREFIGHTERCANCERSUPPORTfirefightercancersupport.org
firefightercancersupport.org
- Reference 6NFPAnfpa.org
nfpa.org
- Reference 7IAFFiaff.org
iaff.org
- Reference 8USFAusfa.fema.gov
usfa.fema.gov
- Reference 9IAFFRECOVERYCENTERiaffrecoverycenter.org
iaffrecoverycenter.org
- Reference 10FIREENGINEERINGfireengineering.com
fireengineering.com







