{"id":"W6925556999","doi":"10.17605/osf.io/rnfah","title":"Systematic Review of Trauma-related Mental Health Symptoms in Public Service Personnel: Prevalence, Prevention/Intervention & Work Outcomes","year":2023,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"WorkSafeBC","keywords":"Mental health; Anxiety; Intervention (counseling); Depression (economics); Public health; Occupational safety and health; Work (physics); Narrative review; Occupational stress","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004753606,0.0003585799,0.001748707,0.0006359286,0.0001374391,0.0001532836,0.001745894,0.0003107132,0.003477527],"category_scores_gemma":[0.002545876,0.000249905,0.0002964363,0.004650481,0.0002412106,0.0002897065,0.0004671848,0.0005636697,0.0003447889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003589132,"about_ca_system_score_gemma":0.0003909897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005661706,"about_ca_topic_score_gemma":0.0005843436,"domain_scores_codex":[0.996047,0.0003226168,0.001305148,0.000890597,0.0009171794,0.0005174371],"domain_scores_gemma":[0.9969704,0.0001100822,0.001330262,0.001206998,0.0001781801,0.0002040945],"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":[0.00003300076,0.0008143564,0.001809816,0.9295041,0.0004226111,0.000005175983,0.001059825,1.640878e-7,0.00003636119,0.0006179363,0.05985888,0.005837769],"study_design_scores_gemma":[0.0003899803,0.0001127894,0.001339408,0.9928266,0.0002227903,0.00001529739,0.0001998281,0.000002385997,0.00001419255,0.00006585942,0.004523627,0.0002872697],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01869412,0.5370129,0.0001616073,0.1925491,0.01333653,0.1168456,0.0009610255,0.002235726,0.1182034],"genre_scores_gemma":[0.02631674,0.0350987,0.006190236,0.004627177,0.0001624481,0.0001613784,0.0001707855,0.0007335444,0.926539],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8083356,"threshold_uncertainty_score":0.9999953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03623073568975195,"score_gpt":0.3584028175444798,"score_spread":0.3221720818547278,"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."}}