{"id":"W2229252434","doi":"10.1136/bmjopen-2015-008591","title":"Do shorter delays to care and mental health system renewal translate into better occupational outcome after mental disorder diagnosis in a cohort of Canadian military personnel who returned from an Afghanistan deployment?","year":2015,"lang":"en","type":"article","venue":"BMJ Open","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Canadian Armed Forces","funders":"Canadian Armed Forces","keywords":"Medicine; Software deployment; Mental health; Military personnel; Cohort; Psychiatry; Cohort study; Epidemiology; Outcome (game theory); Military deployment; Health care; Mental health care; Gerontology; Family medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007290421,0.0002723255,0.0005715123,0.0004684391,0.0001225637,0.00008196506,0.0005617018,0.0001306778,0.0005302692],"category_scores_gemma":[0.00001724284,0.0002659993,0.00006088267,0.0002973496,0.00008101523,0.0002582042,0.0001881454,0.0001638745,0.00002733691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006929394,"about_ca_system_score_gemma":0.0003466652,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8462449,"about_ca_topic_score_gemma":0.9352852,"domain_scores_codex":[0.996913,0.000543763,0.0007313095,0.0006869004,0.0005573841,0.0005676227],"domain_scores_gemma":[0.9984231,0.00004889691,0.00007771335,0.0006007866,0.00007045286,0.0007790637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001164188,0.000123763,0.8474508,0.00009961025,0.0001118028,0.00004451033,0.1471547,0.000002130216,0.000003343807,0.00002791248,0.001896179,0.001921094],"study_design_scores_gemma":[0.003323758,0.0006272218,0.901421,0.000353483,0.00002439675,0.00001225767,0.09306154,0.000109687,0.00001020952,0.00004784015,0.0006376313,0.0003710494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828454,0.001247517,0.000008842934,0.00380734,0.0002012882,0.007961376,0.002735612,0.00001476206,0.00117787],"genre_scores_gemma":[0.9933007,0.00000890677,0.001063418,0.0008720299,0.00003714129,0.003984538,0.0006412835,0.00005157461,0.00004043026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08904032,"threshold_uncertainty_score":0.9999792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056256940536325,"score_gpt":0.444989618165827,"score_spread":0.3393639241121945,"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."}}