{"id":"W4413579620","doi":"10.1016/j.jad.2025.120146","title":"Sociodemographic and clinical characteristics among individuals with bipolar disorder in Pakistan – a gender-focused analysis","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":"Centre for Addiction and Mental Health","funders":"Pakistan Institute of Living and Learning","keywords":"Bipolar disorder; Psychology; Clinical psychology; Psychiatry; Mood","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":[0.0002467708,0.0001729907,0.0002490385,0.0007789247,0.0009997683,0.0004684236,0.0002109136,0.0003231862,0.002965143],"category_scores_gemma":[0.0006183482,0.0002903407,0.00042165,0.001170891,0.0003601408,0.0005855514,0.000416971,0.0005793756,0.0004291465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000448313,"about_ca_system_score_gemma":0.0007454011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01542987,"about_ca_topic_score_gemma":0.02488723,"domain_scores_codex":[0.9997383,0.00004006856,0.00003499391,0.00004686858,0.00004112883,0.00009859418],"domain_scores_gemma":[0.9996083,0.00005383186,0.0001374022,0.0000158062,0.00005485859,0.0001298703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003947809,0.00007944469,0.9981205,0.000007618849,0.00001854514,0.0001427646,0.0004503042,0.0000117161,0.000127914,0.00002595103,0.0001345135,0.0008410584],"study_design_scores_gemma":[0.000002121232,0.00009189978,0.9958785,0.000007236843,0.000009033701,0.00026889,0.00346577,0.00003503678,0.00001784907,0.00002035691,0.0001991013,0.000004327569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990045,0.00006548395,0.00002424665,0.0000638908,0.000006117385,0.000006939763,0.0003089698,8.619268e-7,0.0005190421],"genre_scores_gemma":[0.9992894,0.00008445393,0.00003187074,0.00005679488,0.000006631321,0.000008667443,0.0002753277,7.566654e-7,0.0002459885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01542987,"threshold_uncertainty_score":0.03068012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009530630210007144,"score_gpt":0.3198038903724175,"score_spread":0.3102732601624104,"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."}}