{"id":"W7110897889","doi":"10.1021/acsestwater.5c00410.s001","title":"Preventive Actionsand Risk Culture Are Key DrinkingWater Microbial Risk Management Indicators: Evidence from CanadianStakeholders","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Risk management; Risk assessment; Public health; Risk perception; IT risk management; Control (management); Water utility; Safety culture; Risk communication","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01283275,0.0004053386,0.0005811985,0.002106869,0.006672009,0.004415141,0.001639537,0.0007925406,0.003300373],"category_scores_gemma":[0.03357688,0.0004815251,0.0004309527,0.004444498,0.004628551,0.001766292,0.003120201,0.001461749,0.0001267448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04988652,"about_ca_system_score_gemma":0.1109831,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9814807,"about_ca_topic_score_gemma":0.9908021,"domain_scores_codex":[0.9882498,0.002455398,0.0004636891,0.0008316712,0.006153806,0.001845645],"domain_scores_gemma":[0.9628197,0.01341044,0.005572372,0.000888286,0.01519168,0.002117444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003175293,0.0002280576,0.6800157,0.002568184,0.0001664648,0.0003683156,0.1733662,0.0003717724,0.0008656062,0.0032734,0.005064288,0.1333944],"study_design_scores_gemma":[0.00002118196,0.0001164364,0.7449741,0.00241414,0.0001876091,0.00007173615,0.2202925,0.0004493925,0.0009762293,0.0006013209,0.0297801,0.0001151517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645278,0.006456136,0.001420817,0.005645741,0.00006692758,0.0001907549,0.0007204552,0.000016493,0.02095491],"genre_scores_gemma":[0.9933406,0.003977137,0.0006780026,0.000468096,0.000005966821,0.00004013734,0.000144235,0.000007918403,0.001337917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04988652,"threshold_uncertainty_score":0.3619537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02720712272740374,"score_gpt":0.2502917235022821,"score_spread":0.2230846007748783,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}