{"id":"W4392757112","doi":"10.1111/bdi.13415","title":"Advancing clinical practice and discovery research through revised taxonomy: Case in point bipolar disorder diagnosis","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":"University of Toronto; Queen's University","funders":"","keywords":"Bipolar disorder; Psychology; Clinical Practice; Taxonomy (biology); Psychotherapist; Psychiatry; Medicine; Mood; Family medicine; Biology","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":[0.1276314,0.001162717,0.001940235,0.009919297,0.007903223,0.01822941,0.006642041,0.01191355,0.001856971],"category_scores_gemma":[0.1831011,0.0013527,0.001347584,0.007562966,0.03624085,0.03450235,0.01931256,0.03026465,0.00109783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0150161,"about_ca_system_score_gemma":0.02603809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006921501,"about_ca_topic_score_gemma":0.0165414,"domain_scores_codex":[0.9092163,0.06032268,0.01024222,0.004329075,0.01362529,0.002264306],"domain_scores_gemma":[0.8075342,0.1256989,0.01233096,0.01603868,0.03093092,0.007466376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001325026,0.0001157833,0.01138614,0.00230554,0.00009304216,0.004098236,0.03061649,0.0005159152,0.0004637189,0.5892625,0.1565133,0.2044968],"study_design_scores_gemma":[0.0000899439,0.0001592536,0.002804233,0.0067792,0.00009520874,0.0133301,0.01814834,0.00313621,0.0002587123,0.6410371,0.3139552,0.0002063979],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.005636175,0.0592687,0.09343378,0.8175985,0.008856161,0.0004438838,0.0001430216,0.0002294468,0.01439029],"genre_scores_gemma":[0.1732666,0.07908896,0.4897344,0.2388541,0.01292535,0.001803409,0.0005501937,0.0003045281,0.003472518],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1276314,"threshold_uncertainty_score":0.6749875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.061297065945906,"score_gpt":0.4051415275291375,"score_spread":0.3438444615832315,"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."}}