{"id":"W2904875473","doi":"10.1177/0963689718816989","title":"Validation of a New North American Islet Donor Score for Donor Pancreas Selection and Successful Islet Isolation in a Medium-Volume Islet Transplant Center","year":2018,"lang":"en","type":"article","venue":"Cell Transplantation","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Diabetes Research and Training Center","keywords":"Islet; Pancreas; Selection (genetic algorithm); Transplantation; Medicine; Isolation (microbiology); Volume (thermodynamics); Internal medicine; Diabetes mellitus; Biology; Endocrinology; Bioinformatics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00750991,0.0004515628,0.0004747122,0.001869056,0.0002887889,0.001138731,0.0005568245,0.000344835,0.001126287],"category_scores_gemma":[0.01392889,0.0001404057,0.0005672546,0.001213328,0.0004883903,0.0008482016,0.00129318,0.0006476578,0.0003124085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000693534,"about_ca_system_score_gemma":0.001269048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004777856,"about_ca_topic_score_gemma":0.0053807,"domain_scores_codex":[0.9966485,0.0009817334,0.0003623771,0.0004075056,0.001311582,0.000288395],"domain_scores_gemma":[0.9906021,0.00260572,0.002871413,0.0006071301,0.001860314,0.001453312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001603833,0.00004982461,0.9935749,0.000007508723,0.0000477372,0.00002712901,0.00006662763,0.0004869086,0.0001826301,0.00004631183,0.0002431287,0.005106862],"study_design_scores_gemma":[0.00002124967,0.0003739097,0.994996,0.00001294584,0.00004310627,0.0001290334,0.0001260985,0.003289436,0.0003755875,0.00007003186,0.0005513142,0.00001128994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958935,0.0001492328,0.001805694,0.00009334518,0.00002553822,0.00004417682,0.0002350994,0.0000352979,0.001718069],"genre_scores_gemma":[0.9976611,0.00004932726,0.001444371,0.0000318975,0.0000170236,0.00003366728,0.0005514225,0.000008488119,0.0002027603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00750991,"threshold_uncertainty_score":0.03971666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0139116040690708,"score_gpt":0.2434561533458388,"score_spread":0.229544549276768,"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."}}