{"id":"W4408343186","doi":"10.1093/bjs/znaf042.064","title":"168 Pancreas transplant outcomes after allocation though the NHSBT pancreas fast-track scheme (FTS)","year":2025,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreas; Fast track; Track (disk drive); Scheme (mathematics); Pancreas transplantation; General surgery; Surgery; Internal medicine; 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":[0.000790259,0.0001968012,0.0006665242,0.0001813339,0.0001204714,0.00009314751,0.0001148855,0.0001005679,0.0001884119],"category_scores_gemma":[0.0001406854,0.000141841,0.0005996282,0.0002727393,0.00007775492,0.0002439391,0.00000831432,0.0003469717,0.00002032509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006127037,"about_ca_system_score_gemma":0.0002441149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001467341,"about_ca_topic_score_gemma":0.00004205075,"domain_scores_codex":[0.9980588,0.0001501738,0.0008398602,0.0001811188,0.0004872525,0.0002827776],"domain_scores_gemma":[0.9983729,0.0007669523,0.000264373,0.0001885461,0.0002581934,0.000149088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001010207,0.0003432771,0.9582823,0.0002927524,0.00102849,0.003499766,0.0001148765,0.000004529397,0.0001939687,0.00006162113,0.001468738,0.03369948],"study_design_scores_gemma":[0.001605959,0.00002666784,0.9854726,0.003672169,0.0005963909,0.00508831,0.00009482756,0.000006750689,0.0004905979,0.0000890151,0.002731645,0.0001250548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872709,0.007130419,0.0006269169,0.003095171,0.0006595982,0.0002365718,0.00005775458,0.00002790388,0.0008947529],"genre_scores_gemma":[0.9852745,0.01039418,0.0005435619,0.001597316,0.0001536804,0.0000196289,0.00003862762,0.00002221447,0.001956274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03357442,"threshold_uncertainty_score":0.5784109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01953184893053171,"score_gpt":0.2767588804462779,"score_spread":0.2572270315157462,"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."}}