{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005036333,0.0006123088,0.002051628,0.0009627997,0.0004523042,0.0001663771,0.0002215993,0.0001954812,0.00007111712],"category_scores_gemma":[0.0001924523,0.0005035534,0.0006813472,0.001056539,0.0007071719,0.000569067,0.0002305082,0.0004056675,0.000004072823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001999639,"about_ca_system_score_gemma":0.0009432171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000228005,"about_ca_topic_score_gemma":0.005743461,"domain_scores_codex":[0.9971492,0.000157446,0.0008960373,0.0008916153,0.0004088002,0.0004969148],"domain_scores_gemma":[0.9982961,0.0005403127,0.0003806506,0.0006144947,0.00007285789,0.0000955243],"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":[0.0000338604,0.000731966,0.00906661,0.0248639,0.0009249875,0.000001887229,0.0004003145,0.000002227957,5.485658e-7,0.003012879,0.00004676906,0.9609141],"study_design_scores_gemma":[0.001235657,0.0004247796,0.001417364,0.001866916,0.002390807,0.00002192371,0.002405958,0.000007096126,2.497094e-7,0.0008569143,0.9889609,0.0004114054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001715847,0.9957212,0.0002159646,0.00007735956,0.0003958043,0.002856028,0.0004568862,0.00004041331,0.00006473411],"genre_scores_gemma":[0.0003168253,0.9967737,0.0002480221,0.0000046888,0.00003535221,0.001045572,0.001125289,0.00009864924,0.0003519354],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9889141,"threshold_uncertainty_score":0.9997416,"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."}}