Cancer Risks
Cancer Risks Interpretation
Environmental Exposure
Environmental Exposure Interpretation
Global Mortality
Global Mortality Interpretation
Non-Cancer Diseases
Non-Cancer Diseases Interpretation
Occupational Statistics
Occupational Statistics Interpretation
Regulations
Regulations 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). Asbestos Exposure Statistics. Gitnux. https://gitnux.org/asbestos-exposure-statistics
Margot Villeneuve. "Asbestos Exposure Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/asbestos-exposure-statistics.
Margot Villeneuve. 2026. "Asbestos Exposure Statistics." Gitnux. https://gitnux.org/asbestos-exposure-statistics.
Sources & References
- Reference 1WHOwho.int
who.int
- Reference 2CANCERcancer.org
cancer.org
- Reference 3ILOilo.org
ilo.org
- Reference 4ASBESTOSDISEASEAWARENESSasbestosdiseaseawareness.org
asbestosdiseaseawareness.org
- Reference 5NCBIncbi.nlm.nih.gov
ncbi.nlm.nih.gov
- Reference 6HSEhse.gov.uk
hse.gov.uk
- Reference 7ASBESTOSasbestos.com
asbestos.com
- Reference 8IBASEibase.org.br
ibase.org.br
- Reference 9CANADAcanada.ca
canada.ca
- Reference 10AIMA-SANFELICEaima-sanfelice.it
aima-sanfelice.it
- Reference 11ENVenv.go.jp
env.go.jp
- Reference 12HEALTHhealth.belgium.be
health.belgium.be
- Reference 13INVSinvs.santepubliquefrance.fr
invs.santepubliquefrance.fr
- Reference 14BAUAbaua.de
baua.de
- Reference 15THELANCETthelancet.com
thelancet.com
- Reference 16IRISiris.who.int
iris.who.int
- Reference 17IARCiarc.who.int
iarc.who.int
- Reference 18CANCERcancer.gov
cancer.gov
- Reference 19MESOTHELIOMAmesothelioma.com
mesothelioma.com
- Reference 20CDCcdc.gov
cdc.gov
- Reference 21ATSJOURNALSatsjournals.org
atsjournals.org
- Reference 22MONOGRAPHSmonographs.iarc.who.int
monographs.iarc.who.int
- Reference 23SEERseer.cancer.gov
seer.cancer.gov
- Reference 24PUBMEDpubmed.ncbi.nlm.nih.gov
pubmed.ncbi.nlm.nih.gov
- Reference 25OEMoem.bmj.com
oem.bmj.com
- Reference 26RADIOPAEDIAradiopaedia.org
radiopaedia.org
- Reference 27THORACICthoracic.org
thoracic.org
- Reference 28MERCKMANUALSmerckmanuals.com
merckmanuals.com
- Reference 29LUNGlung.org
lung.org
- Reference 30THORAXthorax.bmj.com
thorax.bmj.com
- Reference 31BLSbls.gov
bls.gov
- Reference 32VAva.gov
va.gov
- Reference 33EPAepa.gov
epa.gov
- Reference 34OSHAosha.gov
osha.gov
- Reference 35AJPHajph.org
ajph.org
- Reference 36GAOgao.gov
gao.gov
- Reference 37USGSusgs.gov
usgs.gov
- Reference 38HUDhud.gov
hud.gov
- Reference 39CPSCcpsc.gov
cpsc.gov
- Reference 40FDAfda.gov
fda.gov
- Reference 41OSTIosti.gov
osti.gov
- Reference 42BASELbasel.int
basel.int
- Reference 43ECec.europa.eu
ec.europa.eu
- Reference 44ASBESTOSAWARENESSasbestosawareness.com.au
asbestosawareness.com.au
- Reference 45GAZETTEgazette.gc.ca
gazette.gc.ca
- Reference 46METImeti.go.jp
meti.go.jp
- Reference 47LEGISLATIONlegislation.gov.uk
legislation.gov.uk
- Reference 48ENGeng.uralsbestos.ru
eng.uralsbestos.ru
- Reference 49ANBAanba.com.br
anba.com.br
- Reference 50OEHHAoehha.ca.gov
oehha.ca.gov







