{"id":"W4200433491","doi":"10.3390/ijerph182413256","title":"Mental Health of Canadian Firefighters: The Impact of Sleep","year":2021,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Western University; University of Regina; Memorial University of Newfoundland; Queen's University","funders":"Canadian Institutes of Health Research; Canadian Institute for Military and Veteran Health Research; Mental Health Commission","keywords":"Mental health; Insomnia; Anxiety; Psychiatry; Panic disorder; Generalized anxiety disorder; Medicine; Occupational safety and health; Anxiety disorder; Clinical psychology; Sleep disorder; Depression (economics); Psychology","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":[0.0006984164,0.0003262305,0.0002417797,0.00121029,0.002948879,0.000935429,0.0007644235,0.0004045372,0.002154956],"category_scores_gemma":[0.001664843,0.0001839457,0.0004811697,0.001590553,0.0007155239,0.0003365298,0.0008897074,0.0005177132,0.0001390538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01337541,"about_ca_system_score_gemma":0.01977288,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9851748,"about_ca_topic_score_gemma":0.9946107,"domain_scores_codex":[0.9993125,0.0000629277,0.00002706975,0.00006589197,0.0002541649,0.0002774282],"domain_scores_gemma":[0.999228,0.00003488717,0.0001534226,0.00002356832,0.0002764777,0.0002836181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006894987,0.00004956724,0.9841244,0.00005566525,0.0000400873,0.0001236293,0.001867066,0.00005563288,0.0002302851,0.00009674615,0.001640084,0.01164792],"study_design_scores_gemma":[0.000002217833,0.00001547942,0.9967667,0.00002040061,0.000008167302,0.0000463765,0.00248511,0.00005805494,0.0000152079,0.0000129784,0.0005638691,0.000005606707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939643,0.001073345,0.00004986087,0.0009267963,0.00002484723,0.00003394323,0.001245485,0.00000409436,0.002677338],"genre_scores_gemma":[0.9980456,0.0007685187,0.00008025778,0.0001291136,0.00001032316,0.000008770583,0.0004514035,0.000001640395,0.0005043367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01482517,"threshold_uncertainty_score":0.09704584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1638768615822092,"score_gpt":0.5176608490602426,"score_spread":0.3537839874780334,"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."}}