{"id":"W4394769232","doi":"10.1097/txd.0000000000001620","title":"Reanimating Pancreatic Grafts Subjected to Prolonged Cold Ischemic Injury Using Normothermic Ex Vivo Perfusion","year":2024,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Government of Canada","keywords":"Medicine; Allotransplantation; Islet; Pancreas; Perfusion; Ex vivo; Transplantation; Ischemia; Pancreas transplantation; Population; Cold storage; Machine perfusion; Urology; Viaspan; Cadaveric spasm; Cold ischemia; Parenchyma; In vivo; Surgery; Diabetes mellitus; Reperfusion injury; Internal medicine; Pathology; Endocrinology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002305681,0.0002578429,0.0003552071,0.0003552451,0.0001076789,0.00006584955,0.0000802717,0.0001257,0.0003634445],"category_scores_gemma":[0.00002049668,0.0002284594,0.0001254315,0.0006096347,0.00002873194,0.0001737464,0.000005580192,0.0002075152,0.00008592306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001167648,"about_ca_system_score_gemma":0.0001146819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001623608,"about_ca_topic_score_gemma":0.00003494173,"domain_scores_codex":[0.9984803,0.00006357318,0.0004249466,0.0004098603,0.0003250029,0.0002963301],"domain_scores_gemma":[0.9993984,0.0001293119,0.00005383157,0.0001976441,0.00007157343,0.0001492974],"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":[0.0004975218,0.00003998461,0.005223365,0.002064881,0.00005431263,0.0001636769,0.002764467,0.000008500399,0.9875069,0.00005124507,0.0003126087,0.001312492],"study_design_scores_gemma":[0.0007410329,0.0002808897,0.01342205,0.002130785,0.0007705857,0.0002810378,0.00007294317,0.002350361,0.9788499,0.00001157623,0.0007439646,0.0003448729],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988767,0.0002705802,0.005222618,0.000281963,0.0001526431,0.0009761432,0.0001310301,0.001029143,0.003168919],"genre_scores_gemma":[0.9913589,0.0007043957,0.006265801,0.0004086124,0.0001073759,0.00004176201,0.0001067283,0.00008236522,0.0009240087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008657041,"threshold_uncertainty_score":0.9316304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0156797561629122,"score_gpt":0.2946844865637291,"score_spread":0.2790047304008169,"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."}}