{"id":"W4411436113","doi":"10.2139/ssrn.5296544","title":"Wildfire, Smoke and Mental Health in Canada","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Smoke; Mental health; Environmental health; Environmental science; Psychology; Geography; Meteorology; Psychiatry; Medicine","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":[0.0005186413,0.0002702621,0.0005169759,0.00156038,0.005869933,0.002039111,0.00143091,0.001213502,0.01039601],"category_scores_gemma":[0.001973146,0.0004711016,0.0008418916,0.004006834,0.0009692772,0.0006339426,0.001338289,0.002439233,0.0004019158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0483434,"about_ca_system_score_gemma":0.09127063,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9985361,"about_ca_topic_score_gemma":0.9995234,"domain_scores_codex":[0.9992235,0.00006058145,0.00005006684,0.00006966634,0.0001906841,0.0004055072],"domain_scores_gemma":[0.9965535,0.000220253,0.0004036203,0.00005044251,0.001092997,0.00167919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002430864,0.000383078,0.9721786,0.0001041681,0.000136023,0.0002517098,0.00187182,0.00021749,0.0001114346,0.0005915415,0.008909589,0.01500149],"study_design_scores_gemma":[0.00004085461,0.00005550322,0.9883543,0.000141262,0.0000564904,0.00008004775,0.007231647,0.0002977998,0.00003848954,0.0001420554,0.003528943,0.00003250883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706357,0.004362912,0.00007982821,0.007489193,0.0002036126,0.00007013817,0.00808216,0.00001887633,0.009057574],"genre_scores_gemma":[0.9865394,0.003171436,0.0001342573,0.001054703,0.00007161548,0.00002804374,0.001733955,0.00001113046,0.007255374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0483434,"threshold_uncertainty_score":0.3507575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002739097228531283,"score_gpt":0.2066253141240794,"score_spread":0.2038862168955481,"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."}}