{"id":"W1970850502","doi":"10.1016/j.transproceed.2004.12.087","title":"The Standardization of Pancreatic Donors for Islet Isolation","year":2005,"lang":"en","type":"article","venue":"Transplantation Proceedings","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Pancreas; Islet; Medicine; Diabetes mellitus; Transplantation; Isolation (microbiology); Standardization; Internal medicine; Surgery; Intensive care medicine; Bioinformatics; Endocrinology; Computer science; Biology","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":[0.0002382957,0.00007828383,0.0001421561,0.00006093319,0.0001217983,0.00001966534,0.00003234059,0.00004550705,0.00003271783],"category_scores_gemma":[0.00008943165,0.00005534611,0.00005868933,0.000142309,0.00004153131,0.0001582999,0.000001249314,0.00004027124,0.000005658293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003246168,"about_ca_system_score_gemma":0.00003724821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003640053,"about_ca_topic_score_gemma":0.000001678001,"domain_scores_codex":[0.9993183,0.000003967868,0.0002736225,0.0001104138,0.0001750857,0.0001186024],"domain_scores_gemma":[0.9993783,0.0001278114,0.0001127755,0.00004670634,0.000293294,0.00004111417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.009919374,0.0003421334,0.09005615,0.004126493,0.0005341855,7.491526e-7,0.01207483,0.0005312581,0.7394181,0.08970852,0.01261733,0.04067082],"study_design_scores_gemma":[0.01208425,0.001336694,0.0505037,0.0006204653,0.001792638,0.00006121684,0.001640958,0.0258917,0.8409477,0.002619728,0.06209481,0.0004060821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9281728,0.000153356,0.06123387,0.00192655,0.0000727935,0.0007275352,0.00003247777,0.0000750872,0.007605549],"genre_scores_gemma":[0.9927274,0.0004793872,0.005614177,0.0001977283,0.0001240491,0.00006760805,0.00007293223,0.00001242097,0.0007042731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1015296,"threshold_uncertainty_score":0.2256949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01104824581743639,"score_gpt":0.2575242039882988,"score_spread":0.2464759581708624,"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."}}