{"id":"W4413115324","doi":"10.3390/healthcare13151933","title":"Mental Health Issues in Undercover Police Officers: A Systematic Literature Search from a Psychiatric Perspective","year":2025,"lang":"en","type":"review","venue":"Healthcare","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"PsycINFO; Mental health; Scopus; Psychological intervention; Psychology; Anxiety; Systematic review; Psychiatry; MEDLINE; Medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004132667,0.001002297,0.00467586,0.01944541,0.000808832,0.002365099,0.001318773,0.00180927,0.003395549],"category_scores_gemma":[0.02202374,0.0008124165,0.003571629,0.01583869,0.0009220769,0.00192689,0.001815038,0.0009228755,0.00024712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003255331,"about_ca_system_score_gemma":0.01359551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01057951,"about_ca_topic_score_gemma":0.02936329,"domain_scores_codex":[0.9953654,0.001167618,0.002164033,0.0003632451,0.000751431,0.0001882606],"domain_scores_gemma":[0.9794338,0.01501992,0.003727455,0.0002478855,0.001319776,0.0002509695],"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":[0.00009414926,0.00001675316,0.002038539,0.9616721,0.002637651,0.0003530427,0.0006261703,0.00006310372,0.000139473,0.0002214514,0.001413292,0.03072435],"study_design_scores_gemma":[0.0000762684,0.0001342245,0.006685957,0.9593766,0.01818108,0.0008494714,0.001048921,0.00004532798,0.00008763599,0.0002038657,0.01328459,0.00002608556],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00393396,0.9934329,0.0001619914,0.0003580916,0.00007849591,0.0004385691,0.001077782,0.000007687125,0.0005105642],"genre_scores_gemma":[0.02625302,0.9711466,0.0006095891,0.000535943,0.00007449106,0.0007437745,0.0005243978,0.000004243994,0.0001078718],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01944541,"threshold_uncertainty_score":0.02361923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1222316204668066,"score_gpt":0.5289465536183492,"score_spread":0.4067149331515426,"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."}}