{"id":"W2345053167","doi":"10.1177/0706743716643742","title":"Military Occupational Outcomes in Canadian Armed Forces Personnel with and without Deployment-Related Mental Disorders","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Canadian Armed Forces","funders":"Military Health System; Canadian Armed Forces","keywords":"Mental health; Military personnel; Medicine; Attrition; Cohort; Hazard ratio; Military deployment; Psychiatry; Prevalence of mental disorders; Confidence interval; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004948215,0.000182249,0.0002418643,0.0005854735,0.0003043005,0.0000291054,0.0003998364,0.00009445089,0.0009991016],"category_scores_gemma":[0.00005464733,0.0001006885,0.00006827865,0.0002026711,0.0004262144,0.0001477079,0.000008948197,0.0002972921,0.00002475802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003226499,"about_ca_system_score_gemma":0.003110398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8449395,"about_ca_topic_score_gemma":0.9992351,"domain_scores_codex":[0.9982598,0.0001882026,0.0003927521,0.0001840098,0.0002814663,0.0006938039],"domain_scores_gemma":[0.9986334,0.0000970843,0.0001271019,0.0002332854,0.00005237294,0.0008567062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001212614,0.00003275606,0.9876783,0.000006148012,0.0002503866,0.0000137174,0.0049024,0.000004002934,0.000001363244,0.003478023,0.001601018,0.001910628],"study_design_scores_gemma":[0.002946869,0.000221956,0.9850501,0.0001367727,0.00003243272,0.000180971,0.006489556,0.00001283674,6.798954e-7,0.004184138,0.0005783769,0.0001652402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548861,0.002223826,0.000005519177,0.03961672,0.0007223724,0.000315255,0.00009467513,0.000004782004,0.002130739],"genre_scores_gemma":[0.9987706,0.00002850271,0.000209943,0.0004094342,0.00004241278,0.00001454715,0.000003131341,0.00002961402,0.0004918387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1542957,"threshold_uncertainty_score":0.9999141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02249017550919871,"score_gpt":0.3121336576750983,"score_spread":0.2896434821658996,"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."}}