{"id":"W2989767325","doi":"10.1111/bdi.12880","title":"The best defense is a good offense: Proactive approaches for suicide prevention in bipolar disorder","year":2019,"lang":"en","type":"letter","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Psychology; Library science; Psychiatry; Medicine; Computer science","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":[0.001975025,0.0005460334,0.0008986404,0.0006566037,0.009427513,0.003865445,0.00120426,0.04411021,0.007037946],"category_scores_gemma":[0.02026353,0.0005626415,0.0007537341,0.0004999028,0.003170402,0.004438194,0.0021405,0.04309625,0.002724153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004836159,"about_ca_system_score_gemma":0.01014967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01394817,"about_ca_topic_score_gemma":0.04133,"domain_scores_codex":[0.9983394,0.0006630965,0.0002216571,0.0001425507,0.0002950875,0.0003383273],"domain_scores_gemma":[0.9923281,0.003826274,0.0004677991,0.0001685901,0.001020457,0.00218879],"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":[0.00004483168,0.00009155113,0.002112025,0.00009033441,0.00001863009,0.004665565,0.000756332,0.00006491984,0.0001198175,0.003218533,0.9705001,0.01831752],"study_design_scores_gemma":[0.0005605983,0.0002581413,0.009747087,0.003052813,0.000154448,0.02350083,0.01055017,0.001741315,0.0003582364,0.0628528,0.8870319,0.000191701],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004255401,0.000754591,0.00003332135,0.9917892,0.004974877,0.000005187071,0.000006776594,0.000004767479,0.002005718],"genre_scores_gemma":[0.0137438,0.002062201,0.0002427051,0.9452981,0.03181974,0.00005074549,0.00001375777,0.00001593648,0.006753124],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04411021,"threshold_uncertainty_score":0.03508896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03857036959606585,"score_gpt":0.2759825133375496,"score_spread":0.2374121437414837,"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."}}