{"id":"W3111548485","doi":"10.23889/ijpds.v5i5.1488","title":"Mental Disorders and Subsequent Suicide in A Representative Community Population","year":2020,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychiatry; Hazard ratio; Population; Mental health; Anxiety; Medicine; Marital status; Suicide attempt; Major depressive episode; Cohort; Poison control; Psychology; Suicide prevention; Clinical psychology; Confidence interval; Medical emergency; Environmental health; Internal medicine; Mood","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":[0.0009890781,0.00009278494,0.000118416,0.0001948714,0.0004125545,0.000154107,0.0008773928,0.00002568149,0.00006804349],"category_scores_gemma":[0.0006632871,0.00008701991,0.00002710475,0.0002518129,0.000130655,0.00135456,0.0003755903,0.0002347835,0.000005781628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109292,"about_ca_system_score_gemma":0.00002338242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005935553,"about_ca_topic_score_gemma":0.001868214,"domain_scores_codex":[0.9985957,0.0001286223,0.0003643465,0.0002853205,0.0004424384,0.0001835291],"domain_scores_gemma":[0.9992206,0.0001586278,0.0001966922,0.0002069157,0.000119159,0.00009806838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002184799,0.00006885404,0.9816303,0.000002645773,0.00004118217,0.000005099864,0.005509594,0.00009208654,0.0002694745,0.00329463,0.00101619,0.007851464],"study_design_scores_gemma":[0.0008685839,0.00006733941,0.9862446,0.000008035543,0.000008008677,0.00002829102,0.003861269,0.004817842,0.00001440253,0.003408144,0.0005707468,0.0001027432],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914209,0.0001044545,0.001058976,0.005492317,0.001179005,0.0002524359,0.0001996023,0.00001745587,0.0002748128],"genre_scores_gemma":[0.9980662,0.00006824011,0.0007175602,0.000546696,0.0001303782,0.000009983605,0.0004277097,0.000006898358,0.0000263214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007748721,"threshold_uncertainty_score":0.8972819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1781789497314899,"score_gpt":0.4645173564388879,"score_spread":0.286338406707398,"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."}}