{"id":"W4404326500","doi":"10.1177/10398562241299336","title":"The Royal Commission into Defence and Veteran Suicide – brief summary and commentary on the research findings in Volume 7","year":2024,"lang":"en","type":"editorial","venue":"Australasian Psychiatry","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Australian Commission on Safety and Quality in Health Care","keywords":"Software deployment; Commission; Perspective (graphical); Psychiatry; Royal Commission; Service member; Medicine; Service (business); Military service; Work (physics); Suicide prevention; Psychology; Military personnel; Poison control; Medical emergency; Political science; Law; Engineering; Business","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":[0.03340495,0.003001192,0.005496626,0.005507383,0.006424419,0.01128234,0.008766686,0.03573763,0.008286291],"category_scores_gemma":[0.1368466,0.001755518,0.004211206,0.00454903,0.00667151,0.006433797,0.003553235,0.03599933,0.007565528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01321321,"about_ca_system_score_gemma":0.02298856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0186769,"about_ca_topic_score_gemma":0.02791063,"domain_scores_codex":[0.9623751,0.01110345,0.006090457,0.002252341,0.01642956,0.001749165],"domain_scores_gemma":[0.8215459,0.1112039,0.01025732,0.002481464,0.04589896,0.00861246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001796991,0.000005442233,0.00002040776,0.0004075521,0.0000168831,0.00005281102,0.00005708981,0.000009129458,0.0000133002,0.0002245101,0.9974015,0.001773397],"study_design_scores_gemma":[0.00008603086,0.00005211521,0.000461698,0.005160971,0.0001256882,0.0002631934,0.0003254614,0.00009326074,0.00008695694,0.001249261,0.9920374,0.00005790123],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003674229,0.01570388,0.00005683105,0.2350294,0.7480404,0.00003301338,0.00008094633,0.00002323393,0.0009954855],"genre_scores_gemma":[0.0006824161,0.01132576,0.0001287427,0.2473181,0.7371139,0.0001027163,0.00005460046,0.00006127601,0.003212442],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03573763,"threshold_uncertainty_score":0.1766644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03054423322924251,"score_gpt":0.3608290515592618,"score_spread":0.3302848183300193,"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."}}