{"id":"W4214816571","doi":"10.1111/bdi.13198","title":"Strategies and foundations for scientific discovery in longitudinal studies of bipolar disorder","year":2022,"lang":"en","type":"review","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto","funders":"National Center for Advancing Translational Sciences; National Institute of Mental Health; National Institute for Health and Care Research","keywords":"Bipolar disorder; Neurocognitive; Psychology; Mood; Multidisciplinary approach; Clinical psychology; Bipolar II disorder; Psychosocial; Etiology; Alexithymia; Cognitive psychology; Psychiatry; Cognition","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":[0.05163818,0.001740072,0.00317099,0.01130638,0.001425016,0.007775473,0.003829927,0.005770899,0.003127568],"category_scores_gemma":[0.05456633,0.0010221,0.002337,0.006246469,0.01344743,0.01138025,0.006708691,0.01108917,0.001362205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006792589,"about_ca_system_score_gemma":0.01592541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002517259,"about_ca_topic_score_gemma":0.002709222,"domain_scores_codex":[0.9797074,0.01360767,0.002071205,0.001364983,0.002884282,0.0003646419],"domain_scores_gemma":[0.9049841,0.0815152,0.002706592,0.004350208,0.00527136,0.001172572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006503038,0.00006104833,0.0006958286,0.02931284,0.0006558166,0.0003178349,0.001275442,0.0008260718,0.0003576739,0.4466304,0.02351732,0.4962846],"study_design_scores_gemma":[0.00005093348,0.00006625112,0.001073835,0.04493023,0.0004333121,0.0004913765,0.0005816622,0.0006958067,0.0002430357,0.5079563,0.4434003,0.00007701206],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001450378,0.9598401,0.01447665,0.02043075,0.002019086,0.0000994726,0.00007529862,0.00006681593,0.002846838],"genre_scores_gemma":[0.00734781,0.9458501,0.03303748,0.008768755,0.00330894,0.0007132793,0.0001541332,0.00002883095,0.0007906773],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05163818,"threshold_uncertainty_score":0.2730921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.109666517627919,"score_gpt":0.3854590466245871,"score_spread":0.2757925289966681,"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."}}