{"id":"W4313244851","doi":"10.3390/psychiatryint4010001","title":"Mental Health Risk Factors Related to COVID-19 among Canadian Public Safety Professionals","year":2022,"lang":"en","type":"article","venue":"Psychiatry International","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Toronto; Canadian Institute for Public Safety Research and Treatment; University of Regina; Queen's University; Thompson Rivers University","funders":"Queen's University; Canadian Institutes of Health Research; WorkSafe Victoria; WorkSafeBC","keywords":"Worry; Mental health; Pandemic; Occupational safety and health; Public health; Checklist; Anxiety; Psychology; Medicine; Personal protective equipment; Suicide prevention; Coronavirus disease 2019 (COVID-19); Poison control; Psychiatry; Clinical psychology; Nursing; Medical emergency","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001011139,0.0002045462,0.0002075224,0.0008544046,0.001517192,0.00006443883,0.001068784,0.00007836171,0.08513082],"category_scores_gemma":[0.0002681102,0.0002133102,0.0001241273,0.0005738794,0.00007376889,0.0001197867,0.0002626209,0.0007480502,0.000441809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001950048,"about_ca_system_score_gemma":0.002339913,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.195037,"about_ca_topic_score_gemma":0.1931676,"domain_scores_codex":[0.9963248,0.0007781591,0.0006026321,0.0005663534,0.0009938087,0.0007342153],"domain_scores_gemma":[0.9977967,0.0001450139,0.0002516142,0.0004196159,0.00006343921,0.00132359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007466359,0.0004101417,0.7416403,0.000006315832,0.0002684568,0.000004046,0.007394966,0.00006801734,3.745587e-7,0.03885617,0.2104699,0.0008066294],"study_design_scores_gemma":[0.001395346,0.0001654359,0.6721019,0.0000134234,0.000004776046,0.00002509385,0.01580127,0.0001607167,2.421228e-7,0.002771542,0.307296,0.0002643006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6977665,0.0002481979,0.00008584312,0.247324,0.0132748,0.001243166,0.00505809,0.000126893,0.03487245],"genre_scores_gemma":[0.9833097,0.000008516592,0.0001816495,0.007210101,0.00008383542,0.0003618043,0.001546265,0.00004314459,0.007254997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2855431,"threshold_uncertainty_score":0.9997827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05265919818185587,"score_gpt":0.4210864777896364,"score_spread":0.3684272796077805,"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."}}