{"id":"W4410258396","doi":"10.1108/pijpsm-04-2024-0049","title":"Law enforcement personnel: systematic review of the impact of prevention programs following exposure to work-related trauma","year":2025,"lang":"en","type":"article","venue":"Policing An International Journal","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Toronto; University of British Columbia; Thompson Rivers University; University of Northern British Columbia","funders":"","keywords":"Law enforcement; Psychosocial; Traumatic stress; Systematic review; Debriefing; Enforcement; Originality; Psychology; Medicine; MEDLINE; Psychiatry; Medical education; Political science; Law; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00990004,0.00153813,0.007106505,0.008372144,0.0008533379,0.002960912,0.001719668,0.002132405,0.004315909],"category_scores_gemma":[0.0574721,0.001008396,0.007927783,0.008145975,0.0009123216,0.002083078,0.001381613,0.001536673,0.0003167088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003427815,"about_ca_system_score_gemma":0.01738325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01020242,"about_ca_topic_score_gemma":0.02998555,"domain_scores_codex":[0.9910091,0.003373034,0.00321288,0.0006114551,0.001521142,0.0002724249],"domain_scores_gemma":[0.9593414,0.03050811,0.005848686,0.0005929047,0.003279117,0.0004296856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001929412,0.00003190869,0.0004996069,0.9615114,0.006555079,0.00007240196,0.0002600233,0.00006074953,0.00009697161,0.0001103649,0.0007714404,0.02983713],"study_design_scores_gemma":[0.0002685674,0.0003237748,0.003762519,0.9201978,0.06354476,0.0002670691,0.0004250092,0.00006148609,0.0001949493,0.000184273,0.01074054,0.00002917316],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002085747,0.995999,0.0001921776,0.0002646278,0.0001658244,0.0006324427,0.0003292027,0.00001338494,0.00031758],"genre_scores_gemma":[0.02268703,0.9744786,0.0009299705,0.0004878652,0.00008863551,0.0009733902,0.0002149766,0.000008034365,0.0001314878],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01020242,"threshold_uncertainty_score":0.05235702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05605417021887604,"score_gpt":0.4516831223110274,"score_spread":0.3956289520921513,"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."}}