{"id":"W4412592336","doi":"10.1016/b978-0-443-33580-8.00019-2","title":"Mania and maintenance treatments of bipolar disorders","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Mania; Bipolar disorder; Psychology; Psychiatry; Psychotherapist; Medicine; Lithium (medication)","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":[0.0002068051,0.0004751495,0.0003139156,0.0009262595,0.0003839118,0.00109061,0.0004400807,0.001065177,0.07430028],"category_scores_gemma":[0.000345214,0.0001565301,0.0002222021,0.0007796146,0.0002988811,0.001028074,0.0005241337,0.001277725,0.0185278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004389177,"about_ca_system_score_gemma":0.0004488443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001761653,"about_ca_topic_score_gemma":0.007839164,"domain_scores_codex":[0.9999169,0.00002280438,0.000003947162,0.000006721435,0.00004208528,0.000007506466],"domain_scores_gemma":[0.9999163,0.00004976773,0.00000682802,0.000005697173,0.00001168917,0.000009717363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003831769,0.00007653478,0.00009399074,0.0004306272,0.000007765811,0.0001232565,0.0001846051,0.0001752016,0.0004994475,0.02112603,0.4448344,0.5324098],"study_design_scores_gemma":[0.00001002519,0.00002804664,0.0004431179,0.00038217,0.000005448036,0.0004585174,0.00005529761,0.00007810552,0.00006141839,0.004920229,0.9935542,0.000003458336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001121948,0.2857108,0.001347315,0.004192307,0.003486769,0.00003930023,0.0001708809,0.0001135492,0.7038171],"genre_scores_gemma":[0.005101173,0.1002541,0.001389092,0.003126491,0.001646794,0.00005549165,0.0001738351,0.00004975635,0.8882033],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07430028,"threshold_uncertainty_score":0.2485592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00816045668966942,"score_gpt":0.2358507609334798,"score_spread":0.2276903042438104,"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."}}