{"id":"W4389616884","doi":"10.5530/ptb.2023.9.3","title":"Drug Review: Tirzepatide","year":2023,"lang":"en","type":"article","venue":"Pharmacology Toxicology and Biomedical Reports","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Christian ministry; Drug; Medicine; Postprandial; Type 2 Diabetes Mellitus; Glucagon-like peptide-1; Internal medicine; Endocrinology; Diabetes mellitus; Pharmacology; Type 2 diabetes; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000692547,0.0001489525,0.0004182087,0.0001941794,0.00008738158,0.000003559889,0.00004309817,0.0001136614,0.001822682],"category_scores_gemma":[0.0001676964,0.000112051,0.0000782054,0.0003790815,0.0003635456,0.00003653287,0.0001455635,0.000178491,0.0002394135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003390372,"about_ca_system_score_gemma":0.00009076599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004932023,"about_ca_topic_score_gemma":0.000001473386,"domain_scores_codex":[0.9985756,0.00006951304,0.0003825874,0.0003848719,0.000190389,0.0003970715],"domain_scores_gemma":[0.999233,0.0001449518,0.0001102132,0.0001505155,0.00004127775,0.0003200224],"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":[0.00004592866,0.0003909352,0.01510669,0.0005547965,0.0003972731,0.01113079,0.00003046794,5.839897e-8,0.008924792,0.00007562359,0.9269027,0.03643992],"study_design_scores_gemma":[0.001319917,0.0004946064,0.04512357,0.0001858838,0.001134793,0.0007270224,0.00001774336,0.00005927866,0.002534823,0.0006590624,0.9475768,0.0001665596],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8852546,0.008913291,0.00001333439,0.09141603,0.002251451,0.001238758,0.000005028228,0.0005023186,0.01040526],"genre_scores_gemma":[0.8936157,0.03848324,0.0002609965,0.04464219,0.000441708,0.0003913779,0.0002856001,0.00002758828,0.02185158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04677384,"threshold_uncertainty_score":0.9990898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01857589238476463,"score_gpt":0.3430310440267457,"score_spread":0.324455151641981,"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."}}