{"id":"W4401246842","doi":"10.1101/2024.08.01.24311352","title":"Glucagon-Like Peptide 1 Receptor Agonist Use in Hospital: A Multicentre Observational Study","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Obesity; Internal medicine; Odds ratio; Type 2 Diabetes Mellitus; Diabetes mellitus; Observational study; Logistic regression; Type 2 diabetes; Hypoglycemia; Endocrinology; Insulin","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001296877,0.0004086905,0.0006809248,0.0009460678,0.001161906,0.001314795,0.001134067,0.0007409677,0.001674316],"category_scores_gemma":[0.003640149,0.0005094293,0.001056373,0.004678307,0.0007436904,0.0007133061,0.0009696577,0.0007294721,0.0001725862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004893679,"about_ca_system_score_gemma":0.005026034,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5206208,"about_ca_topic_score_gemma":0.537594,"domain_scores_codex":[0.9975555,0.0005600698,0.0003327211,0.0005602146,0.0005149525,0.0004764867],"domain_scores_gemma":[0.993883,0.0005608136,0.003302015,0.0003344355,0.0008192851,0.0011004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004701389,0.00001795929,0.9994198,0.00002108907,0.00007572038,0.00002461279,0.00005837774,0.00001522738,0.00002694009,0.000006406422,0.0001171289,0.0001697959],"study_design_scores_gemma":[0.00001748697,0.00004241282,0.9994214,0.0000200489,0.00004088498,0.00003931747,0.0002096071,0.00009935178,0.000008314815,0.000006093282,0.00009068593,0.000004467367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964553,0.0005250414,0.00007975176,0.0001345204,0.00001026391,0.00003914825,0.002443691,0.00000383048,0.0003086072],"genre_scores_gemma":[0.9985675,0.0001938601,0.00007006655,0.00009193813,0.000009283951,0.00002476681,0.0009743138,0.000001443956,0.00006693088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5206208,"threshold_uncertainty_score":0.9644047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06496898771734538,"score_gpt":0.3090440175968423,"score_spread":0.2440750298794969,"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."}}