{"id":"W2888505279","doi":"10.1177/2158244018794794","title":"Fighting Police Trauma: Practical Approaches to Addressing Psychological Needs of Officers","year":2018,"lang":"en","type":"article","venue":"SAGE Open","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Community Safety and Correctional Services; University of Toronto","funders":"","keywords":"Skepticism; Duty; Psychology; Context (archaeology); Psychological trauma; Applied psychology; Social psychology; Clinical psychology; Law; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009248256,0.0001921446,0.0003740603,0.0002261911,0.000167262,0.0001619128,0.001119762,0.0001853131,0.006819672],"category_scores_gemma":[0.0002769986,0.0001649978,0.00007187848,0.0007657753,0.0003450132,0.0002189131,0.0005455934,0.0003345123,0.001030263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003826615,"about_ca_system_score_gemma":0.00005682507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001471865,"about_ca_topic_score_gemma":0.0002024118,"domain_scores_codex":[0.9976805,0.0004486415,0.0004490546,0.0004224966,0.0003458692,0.0006534135],"domain_scores_gemma":[0.9983111,0.0004481703,0.000152929,0.0007795387,0.0000631759,0.0002450845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004148239,0.005942839,0.01628381,0.0001969898,0.0007612887,0.0000837655,0.1805418,0.000008631309,0.003129086,0.06745726,0.05379479,0.6676515],"study_design_scores_gemma":[0.01447938,0.008694571,0.7158888,0.001553937,0.0002846565,0.0005885981,0.1978409,0.00037287,0.01300389,0.003743564,0.04074449,0.002804369],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4683333,0.00005191048,0.0009785387,0.001562969,0.0001714505,0.0007991574,0.00001847711,0.00003634851,0.5280479],"genre_scores_gemma":[0.9896299,0.00000117525,0.00729243,0.0003833741,0.0001963772,0.0001293705,0.000008003956,0.00003713378,0.002322253],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.699605,"threshold_uncertainty_score":0.9997476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6006020383425822,"score_gpt":0.5169337573046496,"score_spread":0.08366828103793256,"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."}}