{"id":"W2963296000","doi":"10.1111/bdi.12813","title":"Beyond evidence‐based treatment of bipolar disorder: Rational pragmatic approaches to management","year":2019,"lang":"en","type":"review","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver Coastal Health; Providence Health Care","funders":"National Health and Medical Research Council; Massachusetts General Hospital","keywords":"Bipolar disorder; Clinical trial; Scope (computer science); Psychotherapist; Randomized controlled trial; Treatment of bipolar disorder; Psychiatry; Medicine; Psychology; Clinical Practice; Evidence-based medicine; MEDLINE; Alternative medicine; Mood; Mania; Computer science; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0003142178,0.001277373,0.003288889,0.001150633,0.0001669446,0.00005481564,0.0004333471,0.0004713693,0.0003057158],"category_scores_gemma":[0.00005908607,0.000966384,0.001785828,0.00119369,0.0001532098,0.0001717759,0.0001302781,0.0002675049,0.0006081036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006007825,"about_ca_system_score_gemma":0.0008060056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001843376,"about_ca_topic_score_gemma":0.0003086807,"domain_scores_codex":[0.9952787,0.0003473366,0.001359744,0.001275373,0.0009835088,0.0007553737],"domain_scores_gemma":[0.996864,0.0004056315,0.0005918604,0.001677943,0.00006986601,0.0003906599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007914272,0.002913695,0.002387542,0.03432719,0.002402777,0.000005489637,0.0001603836,0.00002616766,6.729761e-7,0.001293847,0.0001336331,0.9562694],"study_design_scores_gemma":[0.002094211,0.00195736,0.0006775693,0.009513928,0.009673049,0.00001360474,0.00007798318,0.00007436463,0.000004510379,0.00007604822,0.9750728,0.0007645932],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001357152,0.9870843,0.001093693,0.0005632965,0.0003003852,0.009780324,0.0003369901,0.0001168294,0.0007106623],"genre_scores_gemma":[0.00007600393,0.9911697,0.003368715,0.00006505606,0.00009812547,0.001791167,0.001744132,0.0002188382,0.001468261],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9749392,"threshold_uncertainty_score":0.9999978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1390683395941772,"score_gpt":0.3327563526213662,"score_spread":0.193688013027189,"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."}}