{"id":"W4411137279","doi":"10.1016/s2215-0366(25)00097-5","title":"Lithium as a disease-modifying drug for bipolar disorder","year":2025,"lang":"en","type":"review","venue":"The Lancet Psychiatry","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital; Vancouver Coastal Health","funders":"","keywords":"Bipolar disorder; Lithium (medication); Drug; Medicine; MEDLINE; Disease; Psychiatry; Internal medicine; Chemistry","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":[0.0007957587,0.0008477261,0.002391782,0.00199679,0.000186372,0.0009399506,0.0009599857,0.001000374,0.00672071],"category_scores_gemma":[0.001169287,0.0002506165,0.0008979209,0.002076073,0.0003292939,0.0007813869,0.0004839501,0.001824857,0.001366264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006830856,"about_ca_system_score_gemma":0.0009724263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002400784,"about_ca_topic_score_gemma":0.008990784,"domain_scores_codex":[0.99975,0.00006543676,0.00005423335,0.00003386753,0.00007837979,0.00001814299],"domain_scores_gemma":[0.9994857,0.0002912981,0.0001203978,0.00001117678,0.00005942235,0.00003194359],"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":[0.0004964833,0.0000601983,0.0001234119,0.04703112,0.0007097285,0.00009656197,0.00003137375,0.000186114,0.0006401903,0.001529959,0.0423656,0.9067293],"study_design_scores_gemma":[0.0009766374,0.0006442426,0.002580917,0.02586117,0.004214464,0.001008813,0.00008021586,0.0002892852,0.00043763,0.00220921,0.9616455,0.00005193895],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007892435,0.9989313,0.00004258876,0.0001670778,0.0001802375,0.000004664575,0.00002976346,0.00000589865,0.0005594075],"genre_scores_gemma":[0.001248923,0.9972458,0.0001517101,0.000586503,0.0001817017,0.00001033824,0.00004486073,0.000001971994,0.0005281895],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00672071,"threshold_uncertainty_score":0.02248305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0371513425376145,"score_gpt":0.3659317556130681,"score_spread":0.3287804130754536,"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."}}