{"id":"W4385070092","doi":"10.3389/ti.2023.11374","title":"European Society for Organ Transplantation (ESOT) Consensus Statement on the Role of Pancreas Machine Perfusion to Increase the Donor Pool for Beta Cell Replacement Therapy","year":2023,"lang":"en","type":"article","venue":"Transplant International","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Machine perfusion; Medicine; Pancreas; Perfusion; Pancreas transplantation; Transplantation; Intensive care medicine; Surgery; Internal medicine; Kidney transplantation; Liver transplantation","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":[0.0009617893,0.0001935829,0.0001976891,0.000091004,0.0001884187,0.00002331492,0.0002352757,0.00004204468,0.0001861538],"category_scores_gemma":[0.00001082582,0.0001129934,0.0002853716,0.0001277446,0.0000423336,0.0000242822,0.000008841122,0.0001133226,0.00001833527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005155685,"about_ca_system_score_gemma":0.00005746119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001386551,"about_ca_topic_score_gemma":0.00003178949,"domain_scores_codex":[0.9985623,0.00007029671,0.0004672469,0.0002696901,0.0003981407,0.0002323572],"domain_scores_gemma":[0.9987715,0.0006444926,0.000129617,0.0002232147,0.0001553837,0.00007574923],"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":[0.06792523,0.00210155,0.03847667,0.002267432,0.002486756,0.00007179334,0.05014007,0.0008124977,0.741541,0.02742708,0.04276137,0.02398854],"study_design_scores_gemma":[0.01151918,0.002239089,0.03020691,0.0004367415,0.0007029689,0.00006284544,0.001515624,0.005374727,0.8791839,0.0004130792,0.06793299,0.0004119505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962152,0.00008023628,0.01007807,0.01762076,0.000199018,0.003368336,0.004848944,0.0001653629,0.001487302],"genre_scores_gemma":[0.991253,0.001973068,0.001260999,0.002145314,0.0001230889,0.0002229166,0.00207854,0.00004620006,0.0008969104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1376429,"threshold_uncertainty_score":0.4607737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02029554015506463,"score_gpt":0.2839139233540867,"score_spread":0.2636183831990221,"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."}}