{"id":"W4410241181","doi":"10.1080/02697459.2025.2499682","title":"The state of hazard risk communication in Canada: a municipal perspective","year":2025,"lang":"en","type":"article","venue":"Planning Practice and Research","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Alberta Land Institute, University of Alberta; University of Alberta","keywords":"Perspective (graphical); Hazard; State (computer science); Risk communication; Environmental planning; Business; Political science; Public administration; Risk analysis (engineering); Geography; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003843246,0.0002853294,0.0005098683,0.002913815,0.02688271,0.009910478,0.002393218,0.000939994,0.005798429],"category_scores_gemma":[0.01145986,0.0004345412,0.0003659178,0.006995046,0.00884873,0.002013259,0.005212096,0.001989576,0.0002665922],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2469011,"about_ca_system_score_gemma":0.3789066,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9985862,"about_ca_topic_score_gemma":0.9991351,"domain_scores_codex":[0.993778,0.001188314,0.0001758617,0.0004299924,0.001782959,0.002644961],"domain_scores_gemma":[0.9881843,0.001847906,0.001045674,0.0003970615,0.005649442,0.002875489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003226458,0.0002156358,0.2633919,0.001052245,0.0001350329,0.002075139,0.2905324,0.005775247,0.001718837,0.1911613,0.05171293,0.1919067],"study_design_scores_gemma":[0.00002781112,0.00008058827,0.2460744,0.001042506,0.0001121498,0.0003519209,0.5349285,0.002595364,0.0006533539,0.009451571,0.2044652,0.0002165734],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7777609,0.009029353,0.003303913,0.06245441,0.0002103945,0.0002562432,0.001545468,0.0001596289,0.1452798],"genre_scores_gemma":[0.9915698,0.001888218,0.0007134975,0.0005818587,0.00001174699,0.00002496282,0.0001539735,0.00001658923,0.005039392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2469011,"threshold_uncertainty_score":0.8734879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08675300862745965,"score_gpt":0.4867502977385742,"score_spread":0.3999972891111145,"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."}}