{"id":"W4396869457","doi":"10.1111/bdi.13454","title":"Long‐term management of a perpetual mixed state with minimal medication and sleep regulation","year":2024,"lang":"en","type":"article","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; Parkwood Institute; Western University","funders":"","keywords":"Hypomania; Bipolar disorder; Psychiatry; Mood; Depression (economics); Medicine; Psychology; Bipolar I disorder; Borderline personality disorder; Pediatrics; Mania","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":[0.0001047129,0.0001529673,0.0001727985,0.0001464582,0.00004704731,0.00001968605,0.00004132975,0.00004814553,0.00007307334],"category_scores_gemma":[0.000002998888,0.0001160488,0.00005199213,0.0002085781,0.0001289209,0.00009522164,0.00002847755,0.00008111801,0.00001305112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003434376,"about_ca_system_score_gemma":0.00003581527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005328407,"about_ca_topic_score_gemma":0.0003304431,"domain_scores_codex":[0.9990351,0.00002473262,0.0001928645,0.0002886778,0.0002888188,0.0001698268],"domain_scores_gemma":[0.9996169,0.00002149228,0.00004373876,0.0002026239,0.00002601688,0.00008923433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002499873,0.0002625498,0.2053817,0.0009980032,0.0007427058,0.00001308525,0.001023881,0.000003264244,0.000293801,0.0009076082,0.00005396164,0.7900695],"study_design_scores_gemma":[0.001608765,0.0005017463,0.984866,0.0003019627,0.0006492462,0.00003196136,0.0002263535,0.0005552036,0.000311189,0.0001820657,0.01063451,0.0001310076],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8560602,0.137101,0.00409529,0.001073991,0.000099296,0.0007148664,0.00002430119,0.0001131763,0.0007178914],"genre_scores_gemma":[0.9871949,0.01126015,0.000925857,0.00001359472,0.00001522977,0.0000380305,0.0001281302,0.00002899853,0.0003951002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7899384,"threshold_uncertainty_score":0.4732333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007003301316212489,"score_gpt":0.240610698395729,"score_spread":0.2336073970795165,"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."}}