{"id":"W4205290032","doi":"10.1097/tp.0000000000004058","title":"International Survey of Clinical Monitoring Practices in Pancreas and Islet Transplantation","year":2022,"lang":"en","type":"article","venue":"Transplantation","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institute of Allergy and Infectious Diseases; CareDx; Novo Nordisk Fonden; Natera; National Institutes of Health; Juvenile Diabetes Research Foundation United States of America","keywords":"Medicine; Islet; Allotransplantation; Pancreas transplantation; Transplantation; Pancreas; Internal medicine; Diabetes mellitus; Type 1 diabetes; Gastroenterology; Insulin; Endocrinology; Kidney transplantation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003629566,0.000214434,0.0002335789,0.001465759,0.0002267115,0.0006239786,0.0004938516,0.000368764,0.001572188],"category_scores_gemma":[0.006847587,0.0001555365,0.0003051179,0.0026572,0.0003176287,0.0007129833,0.0009774235,0.0005530453,0.0003021334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000557466,"about_ca_system_score_gemma":0.00112474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003608112,"about_ca_topic_score_gemma":0.001951975,"domain_scores_codex":[0.9977614,0.0007732895,0.0004372792,0.0002446291,0.0005051541,0.0002783439],"domain_scores_gemma":[0.9825763,0.002672119,0.009281925,0.0007511773,0.001910327,0.002808217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003246708,0.00004555547,0.9914218,0.00005438098,0.00001907405,0.00003194016,0.0005535454,0.00006642361,0.0001287834,0.00003390836,0.001197412,0.006414582],"study_design_scores_gemma":[0.00000346646,0.0001110722,0.9962131,0.00004797221,0.000007281866,0.000111149,0.001136149,0.0001636704,0.00007887866,0.00001628918,0.002105597,0.000005441641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912565,0.0006904774,0.0005877624,0.000656905,0.00002021047,0.0001153265,0.002435131,0.0000520864,0.004185631],"genre_scores_gemma":[0.9962386,0.0006771678,0.000504968,0.0003508917,0.00002069403,0.00009974181,0.001764072,0.00001011875,0.0003337345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003629566,"threshold_uncertainty_score":0.0191952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1161362354836936,"score_gpt":0.4045320422034014,"score_spread":0.2883958067197078,"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."}}