{"id":"W4210287620","doi":"10.2139/ssrn.4022245","title":"Pancreatic Islet Transplantation in Type 1 Diabetes: 20-Year Outcomes","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Islet; Medicine; Transplantation; Type 2 diabetes; Internal medicine; Diabetes mellitus; Type 1 diabetes; Pancreas transplantation; 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":[0.001601163,0.0005014201,0.0005353811,0.00126519,0.0004880948,0.001541784,0.0004887088,0.001077586,0.001828476],"category_scores_gemma":[0.002774975,0.0001442238,0.001781645,0.001518622,0.000316401,0.001704775,0.001174666,0.0008990133,0.0003874264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007306973,"about_ca_system_score_gemma":0.0005421638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003176158,"about_ca_topic_score_gemma":0.003593454,"domain_scores_codex":[0.9992975,0.0001192742,0.00008013484,0.00009118989,0.0001411107,0.0002706543],"domain_scores_gemma":[0.9978743,0.000271403,0.001020075,0.00008300769,0.0002162819,0.0005350118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001422528,0.0002738321,0.9872175,0.00005247723,0.0003907559,0.0002761984,0.00009661914,0.0002864801,0.0001024961,0.00007943415,0.0006994696,0.009102168],"study_design_scores_gemma":[0.00004054377,0.0004172702,0.9976191,0.00004280259,0.0003057384,0.0003604572,0.0002699771,0.0002241284,0.00004671346,0.000154623,0.0004991897,0.00001929705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905613,0.004305677,0.0001370777,0.0003104892,0.0001012673,0.000008764522,0.001703579,0.000009879926,0.002861924],"genre_scores_gemma":[0.994725,0.001509475,0.00005383715,0.0001204493,0.0001185887,0.000007056135,0.002869311,0.000004566436,0.0005917663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003176158,"threshold_uncertainty_score":0.008467853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008695381618413833,"score_gpt":0.2425860457525574,"score_spread":0.2338906641341436,"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."}}