{"id":"W3094370360","doi":"10.1111/bdi.13026","title":"In vivo phenotyping, mechanism‐informed treatments, domain‐based psychopathology and nomological networks: A strategy for treatment discovery and development in bipolar depression","year":2020,"lang":"en","type":"article","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Mood; Psychopathology; Library science; Psychology; Psychiatry; Medicine; Psychoanalysis; Computer science","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":[0.003228038,0.0005693188,0.0007040362,0.0005771164,0.0003830252,0.00147548,0.0006410744,0.0007394803,0.002210993],"category_scores_gemma":[0.005752436,0.0003256789,0.0005476812,0.0003670953,0.0006850511,0.001184208,0.0007813858,0.001479755,0.000193494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006476695,"about_ca_system_score_gemma":0.001204038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00120532,"about_ca_topic_score_gemma":0.002851295,"domain_scores_codex":[0.9992699,0.0005269627,0.00002274932,0.00009652335,0.00005118461,0.00003265597],"domain_scores_gemma":[0.9983019,0.0007623345,0.0003338903,0.0004002193,0.0001054071,0.00009613345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.004584673,0.002866077,0.265961,0.001134005,0.00167907,0.0004462418,0.001666216,0.03798195,0.1610265,0.07095869,0.008048351,0.4436473],"study_design_scores_gemma":[0.0006613131,0.002971033,0.3233076,0.0005070928,0.001746277,0.001158319,0.00210584,0.1576761,0.04653151,0.4405164,0.0226451,0.0001735296],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7184719,0.00404428,0.254824,0.00790194,0.000247976,0.0005463831,0.00408136,0.0004411812,0.009441045],"genre_scores_gemma":[0.9542841,0.001557936,0.04172428,0.0006081185,0.00006127381,0.0002641444,0.0007347007,0.00003914495,0.0007261157],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003228038,"threshold_uncertainty_score":0.01707172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0269004177829155,"score_gpt":0.2827769898584029,"score_spread":0.2558765720754874,"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."}}