{"id":"W2015063042","doi":"10.1136/bmj.39037.702211.3a","title":"Predicting mental illness in soldiers","year":2006,"lang":"en","type":"letter","venue":"BMJ","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Confounding; Volunteer; Cohort; Military personnel; Cohort study; Psychology; Demography; Mental illness; Mental health; Medicine; Psychiatry; Political science; Sociology; Biology; Law; Internal medicine; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001075088,0.0002532754,0.0002637272,0.001500129,0.001281973,0.001235973,0.0005437093,0.0006446958,0.003582455],"category_scores_gemma":[0.005469866,0.0002425439,0.0004801876,0.0009361111,0.0004664351,0.0007768158,0.001454186,0.001406225,0.0006787679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001025477,"about_ca_system_score_gemma":0.0005454443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05010488,"about_ca_topic_score_gemma":0.06053733,"domain_scores_codex":[0.9995247,0.0001536904,0.00006306646,0.0000489152,0.00009656177,0.0001131376],"domain_scores_gemma":[0.9988833,0.0002031702,0.000428932,0.00004499134,0.0001528196,0.0002868287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002389143,0.000027367,0.9969879,0.000009237858,0.0000113762,0.0000896823,0.0002926512,0.00002839784,0.00002446033,0.00005257485,0.0006249759,0.001827497],"study_design_scores_gemma":[0.000003590581,0.00007475628,0.9951184,0.00007881723,0.00002066745,0.0003133389,0.002823134,0.000535917,0.00004387015,0.0001525547,0.0008266859,0.000008331259],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9921814,0.0008007352,0.00009579882,0.002060812,0.00007623956,0.00005000103,0.0006592912,0.000008727003,0.004066955],"genre_scores_gemma":[0.9979888,0.0005521505,0.0002492269,0.0002061981,0.00004913886,0.00001278534,0.0004268809,0.000002150399,0.0005126375],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.05010488,"threshold_uncertainty_score":0.09962648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06501126880426196,"score_gpt":0.399915765559374,"score_spread":0.3349044967551121,"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."}}