{"id":"W2300654283","doi":"10.1080/19382014.2015.1126036","title":"Islet-after-failed-pancreas and pancreas-after-failed islet transplantation: Two complementary rescue strategies to control diabetes","year":2015,"lang":"en","type":"article","venue":"Islets","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vanguard College; University of Alberta","funders":"","keywords":"Islet; Medicine; Transplantation; Metabolic control analysis; Diabetes mellitus; Insulin; Pancreas transplantation; Internal medicine; Type 1 diabetes; Pancreas; Endocrinology; Gastroenterology","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":[],"category_scores_codex":[0.000559232,0.0004911216,0.0008969599,0.0002581307,0.0001124975,0.0001603855,0.0001449381,0.0001306286,0.001030382],"category_scores_gemma":[0.000154345,0.0004303674,0.0001428424,0.0002999013,0.0001797199,0.0003940513,0.00004992817,0.0002574688,0.0003256041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001145056,"about_ca_system_score_gemma":0.0002024524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004951424,"about_ca_topic_score_gemma":0.0001293999,"domain_scores_codex":[0.9971054,0.0002464821,0.0006204135,0.0006832373,0.0006081614,0.0007363235],"domain_scores_gemma":[0.9979331,0.0003148497,0.00009587063,0.000557335,0.0002488376,0.0008499607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0215694,0.001375011,0.8228236,0.001513502,0.002184932,0.002116119,0.007743753,0.000166579,0.07187668,0.001949563,0.0584012,0.008279659],"study_design_scores_gemma":[0.0605302,0.005818324,0.8169286,0.001910539,0.003215553,0.0001629157,0.005219343,0.00185885,0.02429121,0.0029135,0.07460791,0.002543103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986111,0.001556766,0.0005767572,0.003868192,0.0004681264,0.001084336,0.000408247,0.0002388764,0.005687669],"genre_scores_gemma":[0.9879562,0.00007132465,0.001914669,0.008144842,0.0007144258,0.0004609455,0.0002124655,0.00006263988,0.0004625355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04758547,"threshold_uncertainty_score":0.9998828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01525452026025928,"score_gpt":0.2703513632005571,"score_spread":0.2550968429402978,"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."}}