{"id":"W2783577260","doi":"10.1097/tp.0000000000002083","title":"Beta Cell Death by Cell-free DNA and Outcome After Clinical Islet Transplantation","year":2018,"lang":"en","type":"article","venue":"Transplantation","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Allotransplantation; Transplantation; Islet; Medicine; Beta cell; Cell-free fetal DNA; Biomarker; Receiver operating characteristic; Internal medicine; Type 1 diabetes; Oncology; Diabetes mellitus; Immunology; Insulin; Biology; Endocrinology","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":[0.000250495,0.0001736214,0.0002812106,0.00007843036,0.00007163837,0.00002246545,0.00005759645,0.000130859,0.000354195],"category_scores_gemma":[0.00001181913,0.0001507866,0.00008157427,0.00008782588,0.0001042874,0.0001400122,0.000003751388,0.0001417071,0.0001476131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001574684,"about_ca_system_score_gemma":0.00002889809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003790658,"about_ca_topic_score_gemma":0.00001187013,"domain_scores_codex":[0.9987118,0.00007443863,0.0004584959,0.0003142809,0.0002273586,0.000213618],"domain_scores_gemma":[0.9993083,0.0001588294,0.00007567552,0.0002241888,0.00006291309,0.0001701006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004489711,0.0005416105,0.8842402,0.001866712,0.00007314071,0.000120509,0.002364747,6.094158e-7,0.09997707,0.0001172506,0.004396405,0.001812046],"study_design_scores_gemma":[0.01963882,0.001697051,0.6613497,0.0001623322,0.002030813,0.0001248103,0.0001260252,0.0003202934,0.31103,0.0002063319,0.002823605,0.0004901604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825817,0.0001966555,0.004212145,0.0003883102,0.0002875055,0.0003036878,0.0001950533,0.00008828886,0.0117467],"genre_scores_gemma":[0.9943756,0.0007802473,0.001489886,0.001416556,0.000244738,0.00002541181,0.0004299909,0.00002341896,0.001214182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2228905,"threshold_uncertainty_score":0.6148901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02540643973538263,"score_gpt":0.2993295028883964,"score_spread":0.2739230631530138,"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."}}