{"id":"W4389640037","doi":"10.1016/j.eclinm.2023.102333","title":"Islet transplantation outcomes in type 1 diabetes and transplantation of HLA-DQ8/DR4: results of a single-centre retrospective cohort in Canada","year":2023,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Canada Research Chairs; British Heart Foundation; Alberta Diabetes Foundation; University of Alberta; Diabetes Canada; Juvenile Diabetes Research Foundation United Kingdom; University of Edinburgh; Government of Alberta; Stem Cell Network; Immune Tolerance Network; Diabetes Research Institute Foundation","keywords":"Medicine; Transplantation; Hazard ratio; Retrospective cohort study; Human leukocyte antigen; Islet; Cohort; Internal medicine; Type 1 diabetes; Diabetes mellitus; Type 2 diabetes; Proportional hazards model; Cohort study; Propensity score matching; Oncology; Immunology; Antigen; Insulin; Confidence interval; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006675731,0.0001219143,0.0007364385,0.0002338067,0.0000143723,0.000001122496,0.00003883783,0.00007933684,0.0000501354],"category_scores_gemma":[0.001354082,0.00009920768,0.00003579435,0.0006463621,0.00009356433,0.00003964181,0.000007617317,0.0001562634,0.000001995387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00012077,"about_ca_system_score_gemma":0.0002698089,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06350581,"about_ca_topic_score_gemma":0.1307289,"domain_scores_codex":[0.9982493,0.00008022306,0.0008865051,0.0002465055,0.0003427045,0.0001947797],"domain_scores_gemma":[0.9983313,0.001157189,0.0001737833,0.0001527192,0.00009872836,0.00008628504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009005491,0.0001220083,0.9925204,0.0003376948,0.00005493234,0.00005566269,0.0007512618,0.00001519537,0.004346028,0.00001679322,0.0004185296,0.000460951],"study_design_scores_gemma":[0.007994801,0.0005129374,0.9859994,0.0007036047,0.000152187,0.000002081109,0.000314112,0.0004859469,0.003642597,0.00008128801,0.00003443447,0.00007662052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961067,0.0001213404,0.000002805489,0.002234064,0.0002254823,0.0003761252,0.0001109002,0.00001836935,0.0008042493],"genre_scores_gemma":[0.9984568,0.0007199677,0.0000796001,0.0002707285,0.00003268315,0.000009335366,0.0002699055,0.00001072459,0.0001502756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06722314,"threshold_uncertainty_score":0.9427304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184586446092902,"score_gpt":0.275908891425082,"score_spread":0.254063026964153,"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."}}