{"id":"W4415845422","doi":"10.1016/j.jad.2025.120612","title":"Identifying clinical markers of bipolar disorder in a depressed outpatient sample: A tertiary clinic comparison with major depressive disorder","year":2025,"lang":"en","type":"article","venue":"Journal of Affective Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Major depressive disorder; Polypharmacy; Bipolar disorder; Depression (economics); Major depressive episode; Anxiety; Anxiety disorder; Bipolar II disorder; Antidepressant","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":[0.0005565704,0.0003307967,0.0006583573,0.0008907201,0.001419292,0.00136578,0.0005205962,0.000827372,0.001628323],"category_scores_gemma":[0.001983165,0.0003171763,0.0003199232,0.0006528268,0.0004515559,0.0004379314,0.0008608436,0.0007352529,0.000265636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007770057,"about_ca_system_score_gemma":0.0004973704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01017195,"about_ca_topic_score_gemma":0.01826994,"domain_scores_codex":[0.9994267,0.000207497,0.00005192686,0.00009998441,0.00008336756,0.0001305024],"domain_scores_gemma":[0.9992205,0.0001760043,0.000157427,0.00003664508,0.00009304257,0.0003163654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008975169,0.0006460717,0.9945164,0.00001063949,0.00005550885,0.0003815329,0.0005002373,0.00001475977,0.00163579,0.00002958995,0.00007641032,0.001235558],"study_design_scores_gemma":[0.00005317985,0.0004702196,0.9974459,0.000005039375,0.0000390745,0.0003766731,0.001337609,0.0001121808,0.00009255583,0.00001539538,0.00004931229,0.000002936012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997666,0.00004566822,0.00001162557,0.00001731329,0.000003546802,0.000006389483,0.00001851125,4.615289e-7,0.0001297643],"genre_scores_gemma":[0.9997147,0.00004162235,0.0000306619,0.00004291189,0.000009791192,0.000006006352,0.00006641737,9.25023e-7,0.00008702949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01017195,"threshold_uncertainty_score":0.02022547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01694964220414399,"score_gpt":0.3440158615547213,"score_spread":0.3270662193505773,"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."}}