{"id":"W2939801257","doi":"10.1016/s2215-0366(19)30092-6","title":"Childbirth and prevention of bipolar disorder: an opportunity for change","year":2019,"lang":"en","type":"review","venue":"The Lancet Psychiatry","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Western University; Parkwood Institute","funders":"Allergan; Lundbeckfonden; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Blavatnik Family Foundation; AstraZeneca; National Health and Medical Research Council; Pfizer","keywords":"Bipolar disorder; Childbirth; Intervention (counseling); Psychological intervention; Psychiatry; Medicine; Psychology; Clinical psychology; Pregnancy; Mood","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":[],"consensus_categories":[],"category_scores_codex":[0.0003123941,0.0002830908,0.001495213,0.00007969555,0.00007264095,0.000009870396,0.0001663887,0.0001907564,0.00003091997],"category_scores_gemma":[0.00001095423,0.0001639831,0.000358737,0.0001151554,0.00005503737,0.0000544603,0.00004124948,0.000246998,0.000007409959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001503983,"about_ca_system_score_gemma":0.000249917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003829615,"about_ca_topic_score_gemma":0.0001809926,"domain_scores_codex":[0.9989022,0.0001226595,0.000331528,0.0002894103,0.0001277527,0.0002264336],"domain_scores_gemma":[0.9987586,0.00003822565,0.0003114324,0.000765979,0.00002756554,0.00009822615],"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":[0.00004932485,0.0002831009,0.006307758,0.03013645,0.000401433,9.460256e-8,0.0001156645,5.71438e-9,2.46582e-8,0.001205702,0.0002614769,0.961239],"study_design_scores_gemma":[0.001374052,0.0007898908,0.005372351,0.00463825,0.002685366,0.00004320877,0.00004405691,0.0000024776,4.963848e-8,0.001106906,0.9837813,0.0001620981],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001662092,0.9948443,0.00003136106,0.0006481017,0.0004176122,0.003212599,0.0003527931,0.00003538292,0.0002916576],"genre_scores_gemma":[0.00006052062,0.997108,0.0004894426,0.0001208489,0.0009246769,0.0002816938,0.0007271367,0.00005385621,0.0002337647],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9835198,"threshold_uncertainty_score":0.6687035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1545379911247453,"score_gpt":0.3954018231520904,"score_spread":0.2408638320273452,"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."}}