{"id":"W2150584856","doi":"10.7205/milmed-d-01-6108","title":"Hospital Admissions Related to Mental Disorders in U.S. Army Soldiers in Iraq and Afghanistan","year":2009,"lang":"en","type":"article","venue":"Military Medicine","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"U.S. Army Medical Department","keywords":"Psychiatry; Medicine; Poisson regression; Anxiety; Mood disorders; Mental health; Poison control; Suicide prevention; Anxiety disorder; Prevalence of mental disorders; Injury prevention; Mood; Incidence (geometry); Substance abuse; Medical emergency; Population; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0005920801,0.0003664341,0.0003203346,0.001774002,0.0008222935,0.0006054522,0.0005235588,0.0004001472,0.001193178],"category_scores_gemma":[0.002872565,0.0005768223,0.0003787944,0.002043407,0.0004324375,0.0006783428,0.000861297,0.0005867494,0.0002357152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009684446,"about_ca_system_score_gemma":0.0007494425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03926106,"about_ca_topic_score_gemma":0.04054361,"domain_scores_codex":[0.999161,0.0002281466,0.0001176776,0.0001176976,0.0001793043,0.0001962359],"domain_scores_gemma":[0.9980904,0.0002802119,0.001075449,0.00009271276,0.0002256215,0.0002354934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002476767,0.00001791279,0.9989011,0.000006675168,0.00001996122,0.000074632,0.0001446669,0.00001711191,0.00004267903,0.000005505247,0.00009531734,0.0006496657],"study_design_scores_gemma":[0.000005719266,0.00007601139,0.9986939,0.00001136302,0.00001156015,0.0002981122,0.0006559867,0.00007530193,0.00003073206,0.000007937363,0.0001299031,0.000003600569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991075,0.0001735773,0.00003245765,0.0000411388,0.000004008078,0.00001305954,0.0005031065,0.000002548183,0.0001223929],"genre_scores_gemma":[0.9988764,0.0002227338,0.00004620869,0.00004552884,0.00001316654,0.00002321202,0.0006712831,0.000001319597,0.0001000606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03926106,"threshold_uncertainty_score":0.0780651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01908511003720177,"score_gpt":0.3647380545223314,"score_spread":0.3456529444851297,"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."}}