{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001066202,0.00006382276,0.000200327,0.0001318297,0.00003592817,0.000006298772,0.0000384944,0.00003488456,0.0001518942],"category_scores_gemma":[0.000189717,0.00006498994,0.00002911095,0.0001554989,0.00002695931,0.0001292637,0.000004152086,0.0001621416,0.000001740875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001898778,"about_ca_system_score_gemma":0.00005215584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001111214,"about_ca_topic_score_gemma":0.00003863676,"domain_scores_codex":[0.9988484,0.0002460775,0.0004121513,0.0001619297,0.0002533637,0.00007809721],"domain_scores_gemma":[0.9990274,0.0005856656,0.0002288029,0.00006409725,0.00005358417,0.00004050555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002500107,0.0001458732,0.9879146,0.000140708,0.00003959897,0.00002707439,0.0007413161,0.00006873471,0.004771725,0.00004045879,0.00001364231,0.003596131],"study_design_scores_gemma":[0.003240145,0.0001824898,0.992771,0.00005457367,0.00009845391,0.00006479793,0.0002334906,0.0006380894,0.002505489,0.00001542261,0.0001398833,0.00005618222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963041,0.00009980604,0.0001899887,0.000176491,0.0003843764,0.0001534781,0.0001005054,0.0000174509,0.002573783],"genre_scores_gemma":[0.9969,0.001924974,0.000524471,0.00005194376,0.00005588604,0.0000232161,0.0004513979,0.000006993258,0.00006112672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004856353,"threshold_uncertainty_score":0.2650213,"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."}}