{"id":"W2740462221","doi":"10.1055/s-0043-116855","title":"Prediction Model of Serum Lithium Concentrations","year":2017,"lang":"en","type":"article","venue":"Pharmacopsychiatry","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Lithium (medication); Confidence interval; Creatinine; Pharmacokinetics; Volume of distribution; Urology; Renal function; Medicine; Lithium carbonate; Concomitant; Dosing; Chemistry; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000503248,0.00008514219,0.0001310087,0.00002688713,0.0001975373,0.00001365886,0.00008155021,0.0000414876,0.0001443108],"category_scores_gemma":[0.000007145522,0.0000743869,0.00008256194,0.00002239023,0.00006413749,0.00011894,0.0000212822,0.0001024504,0.00001784104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001708497,"about_ca_system_score_gemma":0.0001220626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002072513,"about_ca_topic_score_gemma":0.00001352871,"domain_scores_codex":[0.9994352,0.000008603583,0.0001607457,0.0001365964,0.0001342482,0.0001245413],"domain_scores_gemma":[0.9994036,0.000004144747,0.0001011826,0.0003408042,0.00005585002,0.00009443009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009907028,0.000585073,0.9785603,0.0001055549,0.0001982106,6.473717e-7,0.0002108908,0.0000879128,0.009906455,0.002199643,0.002293442,0.00575285],"study_design_scores_gemma":[0.006650579,0.000196694,0.9251244,0.00008343851,0.0007855395,0.00002147793,0.00007156819,0.04614133,0.01665872,0.002333642,0.001790427,0.0001421889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8102688,0.005334367,0.002752278,0.01134747,0.002517724,0.0009612262,0.0008282972,0.0001753709,0.1658144],"genre_scores_gemma":[0.9971882,0.0002782813,0.001280399,0.0001535476,0.0001696267,0.00001506648,0.00001839598,0.00001190832,0.000884559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1869194,"threshold_uncertainty_score":0.303341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04209409698867962,"score_gpt":0.3307401916445273,"score_spread":0.2886460946558477,"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."}}