{"id":"W1995043011","doi":"10.1503/cjs.023911","title":"Psychiatric lessons learned in Kandahar","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Health and Conflict Studies","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Armed Forces","funders":"","keywords":"Medicine; Mental health; Military personnel; Adaptation (eye); Psychiatry; Stressor; Law; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001546845,0.00009508239,0.0003766713,0.0008514172,0.0004205408,0.0000036843,0.0001260554,0.0001271761,0.0009035246],"category_scores_gemma":[0.0006584368,0.0000830889,0.0001052607,0.0004116933,0.00004823795,0.0001044366,0.000008287142,0.000728649,0.0001094038],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002105578,"about_ca_system_score_gemma":0.008670185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02574062,"about_ca_topic_score_gemma":0.1216352,"domain_scores_codex":[0.9980772,0.0002242277,0.0008061989,0.00009252987,0.0001076602,0.0006922046],"domain_scores_gemma":[0.9979796,0.0003949839,0.0003348158,0.0001260581,0.0002238573,0.0009406193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003499311,0.00001162143,0.9529937,0.00006657975,0.0000154459,0.0002174256,0.01304937,3.134396e-7,0.000001323842,0.0003919783,0.02503265,0.008184636],"study_design_scores_gemma":[0.0002372638,0.00001883854,0.599783,0.0001648458,0.000008287693,0.00001014696,0.002158163,6.097242e-7,0.000001344517,0.0003927573,0.3971437,0.00008103858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9137236,0.004364206,0.00001834616,0.04033434,0.004399876,0.0001824339,0.00001696198,0.00001034641,0.03694982],"genre_scores_gemma":[0.9939161,0.0004961404,0.00007237396,0.004469782,0.0004066628,0.000008203636,8.306023e-7,0.00001630702,0.0006136094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3721111,"threshold_uncertainty_score":0.9969497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4672753193257288,"score_gpt":0.4481050978883147,"score_spread":0.01917022143741409,"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."}}