TransparencyMedium
False Negatives for Water Quality-Associated Beach Closures
- Occurred
- Jun 3, 2022
- Published
- Nov 4, 2022
- Source
- AI Incident Database
Summary
Toronto’s use of AI predictive modeling (AIPM) which had replaced existing methodology as the only determiner of beach water quality raised concerns about its accuracy, after allegedly conflicting results were found by a local water advocacy group using traditional means.
Developers
- Toronto Public Health
Deployers
- Toronto city government
Harmed parties
- Sunnyside beachgoers
- Marie Curtis beachgoers
- Toronto citizens
Classification
Category confidence: 85%
Severity confidence: 80%
Rationale: AI predictive modeling replaced traditional methods, raising accuracy concerns and lack of explainability in public health decisions.
Classifier: Qwen/Qwen3.5-35B-A3B-FP8