{"id":"W2613983447","doi":"10.1177/0706743717699174","title":"Deployment-Related Traumatic Events and Suicidal Behaviours in a Nationally Representative Sample of Canadian Armed Forces Personnel","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Armed Forces; University of Ottawa; University of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Suicidal ideation; Mental health; Suicide prevention; Poison control; Injury prevention; Occupational safety and health; Psychiatry; Military personnel; Medicine; Human factors and ergonomics; Odds ratio; Military deployment; Software deployment; Psychology; Clinical psychology; Demography; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.0007325896,0.0003521389,0.0002437722,0.001336811,0.001642014,0.0006374397,0.0007908522,0.0003950442,0.001986012],"category_scores_gemma":[0.002493749,0.0003176553,0.000500635,0.002461418,0.0004389349,0.0002687602,0.0006839191,0.0005069159,0.0002340753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006073295,"about_ca_system_score_gemma":0.009687974,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9727594,"about_ca_topic_score_gemma":0.9787837,"domain_scores_codex":[0.9994666,0.00005268094,0.00004255358,0.00006254793,0.0002292466,0.0001464229],"domain_scores_gemma":[0.9990599,0.0000437886,0.0003024663,0.00003685254,0.0003763888,0.0001806811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001949271,0.0000154002,0.997754,0.00002181298,0.00003128397,0.00002282774,0.0003271534,0.00002091972,0.00004295224,0.00001606202,0.0004310576,0.001296975],"study_design_scores_gemma":[0.000002172188,0.00001130527,0.9991328,0.00001727365,0.000008307185,0.00002474492,0.0005616797,0.00003364105,0.000008321083,0.000004513782,0.0001924595,0.000002783378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960256,0.0004315787,0.00004475097,0.0001743318,0.000009046365,0.00003342843,0.002371253,0.000003636342,0.0009063744],"genre_scores_gemma":[0.9963845,0.0006858686,0.0001532967,0.00008965411,0.000007761813,0.00002432237,0.002212568,0.000002042551,0.000440062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02724063,"threshold_uncertainty_score":0.05480206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07077334976078721,"score_gpt":0.3663854999960709,"score_spread":0.2956121502352837,"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."}}