{"id":"W4376131639","doi":"10.1136/bmjopen-2022-065598","title":"Does recommended mental health follow-up care occur after postdeployment screening in the Canadian Armed Forces? A retrospective cohort study","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"Ministère de la Défense Nationale; Canadian Armed Forces; Australian Government","keywords":"Medicine; Mental health; Psychosocial; Cohort; Retrospective cohort study; Psychiatry; Logistic regression; Population; Cohort study; Family medicine; Internal medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027773,0.0005847594,0.0006038374,0.001905972,0.002698086,0.001461772,0.002303842,0.0009489359,0.001811364],"category_scores_gemma":[0.007339403,0.000814629,0.001027828,0.004953586,0.0008344551,0.0005383742,0.001003139,0.001193787,0.0002565249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01490994,"about_ca_system_score_gemma":0.02061651,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9701684,"about_ca_topic_score_gemma":0.9676893,"domain_scores_codex":[0.9966909,0.0002740548,0.0002450934,0.0007322147,0.001143559,0.0009141705],"domain_scores_gemma":[0.9947937,0.0002917641,0.002408772,0.0004505868,0.001462071,0.0005930674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007056473,0.00002024629,0.9980725,0.00002708467,0.00006459101,0.00003412795,0.0002241482,0.00002445949,0.00003121758,0.00003532268,0.0003928281,0.00100282],"study_design_scores_gemma":[0.00001162014,0.00003769311,0.998705,0.00004349944,0.00004243471,0.00007090224,0.0004160982,0.0001471431,0.00002250194,0.00001154813,0.0004795153,0.00001193189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989382,0.001148227,0.000215731,0.0003685749,0.00002306784,0.0001832786,0.007162491,0.00001324684,0.00150334],"genre_scores_gemma":[0.996343,0.0005466393,0.0002570733,0.000165513,0.00001273032,0.00007493505,0.002278461,0.000004941612,0.0003167857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02983165,"threshold_uncertainty_score":0.1081797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.142616833851266,"score_gpt":0.4862371294418283,"score_spread":0.3436202955905623,"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."}}