{"id":"W4212957612","doi":"10.1192/bjb.2021.126","title":"Plus ça change? Switching lithium preparations","year":2022,"lang":"en","type":"article","venue":"BJPsych Bulletin","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Servier; Sunovion; Canadian Institutes of Health Research; National Institute for Health and Care Research; H. Lundbeck A/S; National Institute of Mental Health; LivaNova; Wellcome Trust; Victoria General Hospital Foundation; Michael Smith Health Research BC; National Alliance for Research on Schizophrenia and Depression; Eli Lilly and Company","keywords":"Lithium (medication); Lithium carbonate; Discontinuation; Interchangeability; Formulary; Medicine; Pharmacology; Internal medicine; Computer science; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001376995,0.0001131878,0.0001576444,0.00007105251,0.0003160065,0.00001451326,0.00007463682,0.00003092992,0.005541864],"category_scores_gemma":[0.00001293035,0.000105881,0.00008977884,0.0001325576,0.00001228665,0.00001468919,0.00007759852,0.000214367,0.0005075104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001111649,"about_ca_system_score_gemma":0.00005892964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002159639,"about_ca_topic_score_gemma":0.00003985853,"domain_scores_codex":[0.9990857,0.00005303911,0.0001529498,0.000247791,0.0002538732,0.0002066512],"domain_scores_gemma":[0.9995109,0.0000229627,0.00004349236,0.0003068509,0.00002371754,0.00009201014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002301549,0.006803918,0.1254927,0.0003345778,0.001109182,0.0002696437,0.02892291,0.0001242817,0.004192127,0.01109092,0.7015178,0.1178404],"study_design_scores_gemma":[0.001755867,0.0003366416,0.02688501,0.00001316964,0.00007622252,0.0001137494,0.0004310253,0.00006552352,0.0000891688,0.000078006,0.9700465,0.000109142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2881734,0.03950018,0.001777492,0.2452939,0.002859323,0.006954038,0.0001508144,0.001098937,0.4141919],"genre_scores_gemma":[0.982591,0.00005526067,0.0008232049,0.001764304,0.0002360507,0.0008587378,0.00008311326,0.00002691118,0.01356141],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6944176,"threshold_uncertainty_score":0.9953672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03778436228270239,"score_gpt":0.2983092103492178,"score_spread":0.2605248480665154,"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."}}