{"id":"W3082535296","doi":"10.1136/bmjmilitary-2020-001526","title":"Comparing negative health indicators in male and female veterans with the Canadian general population","year":2020,"lang":"en","type":"article","venue":"BMJ Military Health","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Veterans Affairs Canada; Queen's University; Government of Canada","funders":"","keywords":"Medicine; Population; Anxiety; Mental health; Suicidal ideation; Veterans Affairs; Mood; Psychiatry; Gerontology; Poison control; Suicide prevention; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001158184,0.000384314,0.0003835224,0.00262359,0.001666943,0.000981205,0.0008954706,0.0002612628,0.001921182],"category_scores_gemma":[0.0033175,0.0001891486,0.0007662961,0.003756218,0.0005232712,0.0003215735,0.0008514662,0.000468222,0.0001327907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01180808,"about_ca_system_score_gemma":0.01612925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9829599,"about_ca_topic_score_gemma":0.9839931,"domain_scores_codex":[0.9984605,0.00009665731,0.00008191724,0.0001639352,0.0007567978,0.0004401953],"domain_scores_gemma":[0.9983377,0.0000785793,0.0003798669,0.00004659165,0.0008879005,0.0002692195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004967239,0.000009459865,0.9925233,0.00006127261,0.00009076402,0.00002577282,0.0003090351,0.00005331626,0.00006934831,0.0001477516,0.001284975,0.00537537],"study_design_scores_gemma":[0.000002385796,0.0000153145,0.9982987,0.00002850417,0.00002469294,0.00003100212,0.0005630122,0.00006148984,0.0000302229,0.00001795566,0.0009208083,0.000005932713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705859,0.002398989,0.0003416114,0.0007694659,0.00006096135,0.0001163058,0.01478071,0.0000258134,0.01092009],"genre_scores_gemma":[0.9935873,0.0009752897,0.0002803056,0.0001829293,0.00001586722,0.000036085,0.00444797,0.00000494608,0.0004693071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01704013,"threshold_uncertainty_score":0.08567405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1215157535906473,"score_gpt":0.4144672736204784,"score_spread":0.2929515200298311,"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."}}