{"id":"W2790637510","doi":"10.1097/nmd.0000000000000739","title":"Male Depression Subtypes and Suicidality","year":2018,"lang":"en","type":"article","venue":"The Journal of Nervous and Mental Disease","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Movember Canada","keywords":"Depression (economics); Clinical psychology; Psychology; Psychiatry; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004619582,0.0001288136,0.0002699714,0.0006433253,0.0003637314,0.0006610976,0.0002659238,0.0002010362,0.002186101],"category_scores_gemma":[0.002236843,0.0001378814,0.0002994219,0.0006810685,0.0001546793,0.0001910865,0.0002496114,0.0002623654,0.0002278612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004539519,"about_ca_system_score_gemma":0.0003683683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03428158,"about_ca_topic_score_gemma":0.05389062,"domain_scores_codex":[0.9997659,0.00004460207,0.00002320643,0.00002972204,0.00007877941,0.00005773952],"domain_scores_gemma":[0.9993255,0.00005397798,0.0003233019,0.00004197816,0.0001110542,0.0001441718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005414591,0.0000133062,0.995817,0.000007137658,0.00003084005,0.00003373516,0.00008880407,0.00001763584,0.00006371368,0.00004848689,0.0001176827,0.003707529],"study_design_scores_gemma":[0.00000198232,0.00001912099,0.9995159,0.000006573599,0.00001033888,0.0001291783,0.0001235186,0.00004493833,0.00001645059,0.00003444434,0.00009666153,9.698139e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977481,0.000555671,0.00003092264,0.0000917689,0.000004647901,0.00001058253,0.0002480856,0.000002604913,0.001307668],"genre_scores_gemma":[0.9991887,0.000204942,0.00003061836,0.00001415411,0.000005637837,0.000002782112,0.000206442,8.288106e-7,0.0003459341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03428158,"threshold_uncertainty_score":0.06816411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02375419784975727,"score_gpt":0.315374481723613,"score_spread":0.2916202838738557,"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."}}