{"id":"W4401921360","doi":"10.1192/j.eurpsy.2024.538","title":"The Impact of Severe Wildfires on Mental Health: Prevalence of Major Depressive Disorder and Related Factors among Residents in Alberta and Nova Scotia, Canada.","year":2024,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Alberta","funders":"","keywords":"Nova scotia; Mental health; Nova (rocket); Geography; Depressive symptoms; Environmental health; Psychiatry; Psychology; Demography; Medicine; Gerontology; Archaeology; Sociology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003039681,0.0002078143,0.0001496962,0.0007016085,0.001233034,0.0006627647,0.0006251533,0.0002743547,0.001004081],"category_scores_gemma":[0.0006554333,0.0002033541,0.0002147126,0.001207565,0.0004972779,0.0001698248,0.0005291894,0.0003394857,0.0001194955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006893991,"about_ca_system_score_gemma":0.007530719,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9789555,"about_ca_topic_score_gemma":0.9912431,"domain_scores_codex":[0.9996985,0.00002062144,0.00001995931,0.0000365975,0.0001213308,0.0001031101],"domain_scores_gemma":[0.9993184,0.00003080676,0.0001756982,0.00001216997,0.0001821376,0.0002808192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002490552,0.00002822645,0.996859,0.00002273273,0.00001322869,0.00009608609,0.0004247232,0.00003009129,0.0001399755,0.00001209152,0.0004332487,0.001915644],"study_design_scores_gemma":[0.000001425156,0.00001218929,0.9984738,0.00001422173,0.00000408182,0.00004700079,0.001272835,0.00003451939,0.00001181722,0.000002887634,0.0001231458,0.000001869367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974725,0.0003631295,0.00001826365,0.0001380953,0.000007459413,0.00002614654,0.001137435,0.00000231873,0.0008345912],"genre_scores_gemma":[0.9984888,0.0003190459,0.0000544393,0.00006469984,0.000004084295,0.000009369593,0.0004650294,7.448922e-7,0.0005937774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02104449,"threshold_uncertainty_score":0.05001962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003301706321105406,"score_gpt":0.2206497928823994,"score_spread":0.217348086561294,"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."}}