{"id":"W2922601745","doi":"10.1093/milmed/usy353","title":"More Than Just Counting Deaths: The Evolution of Suicide Surveillance in the Canadian Armed Forces","year":2019,"lang":"en","type":"article","venue":"Military Medicine","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Department of National Defence","funders":"","keywords":"Suicide prevention; Portfolio; Military personnel; Environmental health; Medicine; Population; Poison control; Occupational safety and health; Medical emergency; Psychology; Political science; Business; Finance; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001679055,0.0001440606,0.0003001594,0.0001354697,0.0001485247,0.000002037653,0.0003722106,0.00007042311,0.0003423935],"category_scores_gemma":[0.0002234554,0.00007506118,0.00004750387,0.0003768973,0.0002916432,0.00004050802,0.00002251561,0.000233211,0.0000439875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001359691,"about_ca_system_score_gemma":0.00008202226,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.853304,"about_ca_topic_score_gemma":0.8779193,"domain_scores_codex":[0.9984983,0.000248508,0.0003364702,0.000229882,0.0002991019,0.0003877455],"domain_scores_gemma":[0.9986588,0.0006620857,0.00006291168,0.0004886685,0.00008357284,0.00004396711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005197843,0.00001658347,0.9584598,0.00002904009,0.00005700963,0.00001749829,0.03225403,0.00002521681,0.00006986401,0.001101179,0.007681606,0.0002361868],"study_design_scores_gemma":[0.0006097258,0.000120127,0.9014344,0.00002958276,0.00002041085,0.0000126829,0.09555514,0.0001158058,0.000002909095,0.0002282167,0.001794987,0.00007604643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9421744,0.02810566,0.000004055576,0.01375125,0.0005828423,0.0004399564,0.00001446525,0.00001386218,0.01491354],"genre_scores_gemma":[0.9974812,0.0001284176,0.000006581289,0.001519143,0.0002380029,0.00003210722,0.00002058506,0.00001077665,0.0005631868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06330111,"threshold_uncertainty_score":0.3748969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03149560866608502,"score_gpt":0.3108101194524193,"score_spread":0.2793145107863342,"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."}}