{"id":"W4387582042","doi":"10.58931/cdet.2023.1318","title":"Glucagon-like Peptide-1 Receptor Agonist Treatment in Type 1 Diabetes","year":2023,"lang":"en","type":"article","venue":"Canadian Diabetes & Endocrinology Today","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Glycemic; Incretin; Type 1 diabetes; Insulin; Type 2 diabetes; Glucagon-like peptide 1 receptor; Population; Diabetes mellitus; Insulin resistance; Endocrinology; Internal medicine; Agonist; Receptor","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001512186,0.0004974486,0.0007761496,0.001344121,0.0001799095,0.00005328035,0.0002500774,0.0001877199,0.0009951307],"category_scores_gemma":[0.0001092245,0.0004635345,0.0001948654,0.001202568,0.0002181552,0.0001208633,0.00008859347,0.0002325264,0.004321273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001322525,"about_ca_system_score_gemma":0.0005768501,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007594834,"about_ca_topic_score_gemma":0.04063167,"domain_scores_codex":[0.9960727,0.00009418513,0.0004356548,0.0007639356,0.0001920473,0.002441445],"domain_scores_gemma":[0.9981698,0.0001591788,0.00007830418,0.0007438598,0.00008060796,0.0007682855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003189669,0.000270592,0.8300881,0.000105481,0.0008220548,0.0007174379,0.0003168346,0.00002101327,0.001926542,0.001287662,0.09999381,0.06441858],"study_design_scores_gemma":[0.00268371,0.001274353,0.2195955,0.0001141738,0.0002783062,0.000002755787,0.0002328054,0.0001515265,0.004842967,0.0001828649,0.7701367,0.0005043549],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714393,0.001637142,1.06719e-7,0.006857234,0.001478013,0.001056588,0.00007865182,0.0003610404,0.01709193],"genre_scores_gemma":[0.9641558,0.0009892227,0.0001371244,0.002769607,0.0002288285,0.0005539164,0.001169687,0.000102577,0.02989327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6701429,"threshold_uncertainty_score":0.9999181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01882248164419549,"score_gpt":0.2533758687028518,"score_spread":0.2345533870586564,"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."}}