{"id":"W4378745318","doi":"10.3389/ti.2023.10936","title":"Normothermic Ex Vivo Machine Perfusion of Discarded Human Pancreas Allografts: A Feasibility Study","year":2023,"lang":"en","type":"article","venue":"Transplant International","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"Government of Canada","keywords":"Medicine; Pancreas; Perfusion; Ex vivo; Transplantation; Pancreas transplantation; Machine perfusion; Edema; Organ donation; Surgery; In vivo; Pathology; Urology; Internal medicine; Kidney transplantation; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001282305,0.0004982636,0.0003586744,0.0003815566,0.000298427,0.0004847246,0.0005094337,0.0005443905,0.001719263],"category_scores_gemma":[0.0008083932,0.0001892987,0.0003882443,0.0002023008,0.0007141627,0.0007517518,0.0003866741,0.0005284917,0.0002734593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000208052,"about_ca_system_score_gemma":0.0003471141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002105132,"about_ca_topic_score_gemma":0.0001688244,"domain_scores_codex":[0.9996303,0.0001478767,0.00002678793,0.00007757202,0.00006447675,0.00005295418],"domain_scores_gemma":[0.9994131,0.0002015186,0.00009585977,0.0001241687,0.00007685306,0.00008844467],"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":[0.007635384,0.005539862,0.01817518,0.0004219807,0.00007412772,0.003278052,0.0004377007,0.001979776,0.9385641,0.0004933918,0.0001814562,0.023219],"study_design_scores_gemma":[0.001526929,0.2069887,0.1253513,0.0001746068,0.0005007855,0.02503078,0.001929277,0.02667143,0.6030137,0.001476348,0.007129149,0.0002070635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899386,0.0006272456,0.008608874,0.00004875155,0.00003001237,0.0001953332,0.00004346564,0.0000233632,0.0004842963],"genre_scores_gemma":[0.990265,0.0007825422,0.008146341,0.0000783358,0.00004789215,0.0001972497,0.0001794738,0.00001373677,0.0002892812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001719263,"threshold_uncertainty_score":0.006781578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03124410191907628,"score_gpt":0.341303938165648,"score_spread":0.3100598362465717,"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."}}