{"id":"W4392109219","doi":"10.1080/15614263.2024.2318209","title":"Mental health disorder symptoms among serving Royal Canadian Mounted Police","year":2024,"lang":"en","type":"article","venue":"Police Practice and Research","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Public Safety Research and Treatment; University of Regina","funders":"","keywords":"Mental health; Stressor; Public health; Pandemic; Psychiatry; Medicine; Occupational safety and health; Population; Posttraumatic stress; Coronavirus disease 2019 (COVID-19); Psychology; Environmental health; Nursing; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003385536,0.0002553108,0.0002724243,0.001192193,0.001006503,0.0007764361,0.0005669947,0.0002112427,0.002381152],"category_scores_gemma":[0.0003544007,0.0002351348,0.00006563089,0.001343108,0.0004634713,0.0005682692,0.0003274049,0.001717898,0.001501127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005000734,"about_ca_system_score_gemma":0.001093878,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9851574,"about_ca_topic_score_gemma":0.7377692,"domain_scores_codex":[0.9940742,0.001619934,0.0003963091,0.0007619489,0.001073143,0.002074471],"domain_scores_gemma":[0.9960359,0.001874486,0.00005657427,0.0006308528,0.0002407777,0.001161446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004245564,0.001070088,0.04487835,0.001355303,0.001690589,0.0002346394,0.3838671,0.00001497167,0.00008454328,0.04159864,0.3308062,0.1939751],"study_design_scores_gemma":[0.001262769,0.0006268269,0.09062885,0.0005152826,0.00004110176,0.0003234532,0.1310652,0.005915785,0.00001414977,0.0002732599,0.768724,0.0006092619],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6287378,0.0138929,0.0000166186,0.06727185,0.0005738966,0.00138591,0.0002015598,0.000194208,0.2877252],"genre_scores_gemma":[0.9815091,0.00072659,0.00005948411,0.001182606,0.0003428899,0.0002122217,0.00005772756,0.00009597325,0.01581339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4379178,"threshold_uncertainty_score":0.9992763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0728471197486644,"score_gpt":0.4925994615411411,"score_spread":0.4197523417924767,"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."}}