{"id":"W3189058568","doi":"10.3390/life11080819","title":"Targeting Metabolic Dysfunction for the Treatment of Mood Disorders: Review of the Evidence","year":2021,"lang":"en","type":"review","venue":"Life","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Toronto; Centre for Addiction and Mental Health","funders":"Department of Psychiatry, University of Toronto; University of Toronto","keywords":"Mood disorders; Bipolar disorder; Insulin resistance; Major depressive disorder; Medicine; Mood; Dyslipidemia; Bioinformatics; Metformin; Anhedonia; Psychiatry; Diabetes mellitus; Insulin; Internal medicine; Schizophrenia (object-oriented programming); Endocrinology; Biology; Anxiety","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001573841,0.001131378,0.002842004,0.004152525,0.0003597281,0.001544898,0.001183682,0.001417132,0.00472404],"category_scores_gemma":[0.004257614,0.0004471513,0.002298306,0.004481467,0.0004097221,0.001146731,0.0007400066,0.001324156,0.0007390474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009171592,"about_ca_system_score_gemma":0.003044415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00330141,"about_ca_topic_score_gemma":0.006596283,"domain_scores_codex":[0.9992286,0.0001833876,0.0002553593,0.00009140344,0.0001990788,0.00004219829],"domain_scores_gemma":[0.9974885,0.001773743,0.0003863868,0.00003725991,0.0002611318,0.00005307188],"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":[0.0001771206,0.00005832742,0.0002108209,0.460224,0.001414202,0.0001295082,0.0001266121,0.0002901099,0.0004620272,0.001272961,0.01122354,0.5244107],"study_design_scores_gemma":[0.0001492366,0.0002854238,0.002667506,0.5030667,0.01029773,0.001332625,0.0002470443,0.0002041738,0.0004508924,0.00207351,0.4791783,0.00004682741],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004403219,0.9996325,0.00002464504,0.00008440682,0.00005103548,0.00000743241,0.00001592775,0.000002028535,0.0001380673],"genre_scores_gemma":[0.0003899454,0.9993272,0.00009105355,0.00008895592,0.00003125823,0.000009015945,0.00001503042,6.494099e-7,0.00004692452],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00472404,"threshold_uncertainty_score":0.01580346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07759981628068302,"score_gpt":0.3658502106854422,"score_spread":0.2882503944047592,"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."}}