{"id":"W4321607556","doi":"10.35502/jcswb.298","title":"Mental health and wellness initiatives supporting United States law enforcement personnel: The current state-of-play","year":2023,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Help-seeking; Agency (philosophy); Law enforcement; Peer support; Distress; Psychology; Public relations; Nursing; Business; Medicine; Political science; Psychiatry; Clinical psychology; Law; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007065073,0.0002202896,0.0003406743,0.001620757,0.002686558,0.005686937,0.001293865,0.001488643,0.00342486],"category_scores_gemma":[0.01226153,0.0003799137,0.0003927019,0.001887619,0.002818761,0.003594579,0.004478014,0.001800996,0.00019673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002903093,"about_ca_system_score_gemma":0.01412884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03666573,"about_ca_topic_score_gemma":0.09717464,"domain_scores_codex":[0.9973928,0.001195857,0.0001838773,0.0001653354,0.0003883399,0.0006737831],"domain_scores_gemma":[0.9836367,0.007709281,0.002660746,0.0004990816,0.002027463,0.003466724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002424219,0.00158791,0.3277788,0.002898492,0.0001467527,0.0002124556,0.02580557,0.0002552011,0.0006172578,0.003752449,0.01221967,0.624483],"study_design_scores_gemma":[0.00005448544,0.0008541337,0.6863582,0.009839026,0.0001800129,0.0002853333,0.2380012,0.0005270945,0.0005782374,0.001984154,0.06124763,0.00009065474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8126496,0.08509729,0.00061228,0.07650656,0.000552463,0.000171768,0.0005164034,0.00008880963,0.02380476],"genre_scores_gemma":[0.9666473,0.02829332,0.0009122217,0.003018009,0.0001975828,0.0001062544,0.0001540863,0.000007251292,0.0006639824],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03666573,"threshold_uncertainty_score":0.07290465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05007483995946311,"score_gpt":0.3967151979673554,"score_spread":0.3466403580078923,"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."}}