Case Studies
Case Studies Interpretation
Epidemiology
Epidemiology Interpretation
Physiological Mechanisms
Physiological Mechanisms Interpretation
Prevention and Recommendations
Prevention and Recommendations Interpretation
Risk Factors
Risk Factors 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.
David Kowalski. (2026, February 13). Snow Shoveling Heart Attack Statistics. Gitnux. https://gitnux.org/snow-shoveling-heart-attack-statistics
David Kowalski. "Snow Shoveling Heart Attack Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/snow-shoveling-heart-attack-statistics.
David Kowalski. 2026. "Snow Shoveling Heart Attack Statistics." Gitnux. https://gitnux.org/snow-shoveling-heart-attack-statistics.
Sources & References
- Reference 1PUBMEDpubmed.ncbi.nlm.nih.gov
pubmed.ncbi.nlm.nih.gov
- Reference 2NEJMnejm.org
nejm.org
- Reference 3JAMANETWORKjamanetwork.com
jamanetwork.com
- Reference 4CMAJcmaj.ca
cmaj.ca
- Reference 5HEARTheart.org
heart.org
- Reference 6AHAJOURNALSahajournals.org
ahajournals.org
- Reference 7LINKlink.springer.com
link.springer.com
- Reference 8NCBIncbi.nlm.nih.gov
ncbi.nlm.nih.gov
- Reference 9HEALTHhealth.ny.gov
health.ny.gov
- Reference 10BMJbmj.com
bmj.com
- Reference 11WEATHERweather.gov
weather.gov
- Reference 12TIDSSKRIFTETtidsskriftet.no
tidsskriftet.no
- Reference 13UCDENVERucdenver.edu
ucdenver.edu
- Reference 14HEALTHhealth.state.mn.us
health.state.mn.us
- Reference 15KARGERkarger.com
karger.com
- Reference 16MAYOCLINICmayoclinic.org
mayoclinic.org
- Reference 17CDCcdc.gov
cdc.gov







