{"id":"W4388737168","doi":"10.1111/obr.13663","title":"Management of type 2 diabetes, obesity, or nonalcoholic steatohepatitis with high‐dose GLP‐1 receptor agonists and GLP‐1 receptor‐based co‐agonists","year":2023,"lang":"en","type":"review","venue":"Obesity Reviews","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health; Cardiome (Canada); University of British Columbia; Island Health; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; LMC Diabetes & Endocrinology (Canada)","funders":"Eli Lilly Canada; Novo Nordisk; Novo Nordisk Canada; AstraZeneca; Eli Lilly and Company","keywords":"Type 2 diabetes; Medicine; Liraglutide; Nonalcoholic fatty liver disease; Steatohepatitis; Glucagon-like peptide 1 receptor; Fatty liver; Obesity; Diabetes mellitus; Internal medicine; Bioinformatics; Pharmacology; Endocrinology; Disease; Receptor; Agonist; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001177823,0.001375597,0.006236315,0.0004728544,0.0002496655,0.0001589907,0.0005547644,0.0004082833,0.0009927156],"category_scores_gemma":[0.00007998194,0.0009246657,0.0007540307,0.001602944,0.0003405018,0.0001421952,0.0004372595,0.000482433,0.002312012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005248312,"about_ca_system_score_gemma":0.0003821584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008536117,"about_ca_topic_score_gemma":0.00006849449,"domain_scores_codex":[0.9945473,0.0005303475,0.001716878,0.00141219,0.0008815616,0.0009117207],"domain_scores_gemma":[0.9961185,0.000204954,0.001286118,0.001711717,0.0001882532,0.0004904156],"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":[0.0001022714,0.001158976,0.003078292,0.2243462,0.00285736,0.0002162451,0.00002723273,1.540331e-7,0.000001270622,0.0002657721,0.02855553,0.7393907],"study_design_scores_gemma":[0.001735762,0.001212101,0.001008303,0.08623238,0.008350508,0.000006512187,0.000005919594,0.000002186271,0.00001285213,0.000008293653,0.9006339,0.0007912654],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002453526,0.9847071,0.000005767989,0.0001207106,0.0004975401,0.009453204,0.0002877505,0.0002380626,0.002236366],"genre_scores_gemma":[0.00004275155,0.9713547,0.004193969,0.0002013599,0.0002001355,0.0009959619,0.003375413,0.0002394772,0.01939621],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8720784,"threshold_uncertainty_score":0.9999205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06433320283290306,"score_gpt":0.3341029985553939,"score_spread":0.2697697957224908,"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."}}