{"id":"W4319004589","doi":"10.1186/s12888-022-04379-z","title":"Systematic review of structured care pathways in major depressive disorder and bipolar disorder","year":2023,"lang":"en","type":"review","venue":"BMC Psychiatry","topic":"Treatment of Major Depression","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Yorkville University; University of Toronto","funders":"National Institute of Mental Health; Department of Psychiatry, University of Toronto; Temerty Faculty of Medicine, University of Toronto; Centre for Addiction and Mental Health Foundation; Canadian Institutes of Health Research; Grand Challenges Canada; University of Toronto; Ontario Ministry of Health and Long-Term Care; Max Bell Foundation; MagVenture; Fondation Brain Canada; BrainsWay","keywords":"Bipolar disorder; Major depressive disorder; Psychology; Psychiatry; MEDLINE; Clinical psychology; Mood","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002225979,0.0007207356,0.004729631,0.0004517838,0.0000578201,0.00001459227,0.0002795362,0.0004802592,0.00004109699],"category_scores_gemma":[0.000419262,0.000467476,0.0007164025,0.0006787799,0.00006410461,0.00005751953,0.0001773293,0.0004809631,0.00003898002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009917037,"about_ca_system_score_gemma":0.00057963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006457993,"about_ca_topic_score_gemma":0.000424,"domain_scores_codex":[0.9962423,0.0004391367,0.001691478,0.0007444331,0.0005347386,0.0003479373],"domain_scores_gemma":[0.9972566,0.0001868123,0.001086671,0.001227879,0.00008773238,0.0001543142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001342378,0.0001087604,0.01143607,0.9702737,0.0003564471,0.000007338369,0.00005978741,9.484184e-8,1.007125e-7,0.00005242037,0.0001638557,0.01752798],"study_design_scores_gemma":[0.001748883,0.0001071672,0.001333891,0.9730127,0.009114106,0.00009646236,0.0001842113,0.000001067842,1.279201e-7,0.00005542935,0.01397066,0.0003752538],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009437081,0.9912323,0.00001040876,0.00003069024,0.0005954181,0.007572873,0.0002969665,0.0001020696,0.00006494221],"genre_scores_gemma":[0.00001301852,0.9972745,0.0008483954,0.00004500699,0.0001059747,0.0008492706,0.000550999,0.00017444,0.0001383622],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01715273,"threshold_uncertainty_score":0.9997777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02401392225169773,"score_gpt":0.3173983347524617,"score_spread":0.293384412500764,"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."}}