{"id":"W4410196676","doi":"10.1016/j.hpb.2025.03.082","title":"Ex vivo whipple with small bowel autotransplantation","year":2025,"lang":"en","type":"article","venue":"HPB","topic":"Organ and Tissue Transplantation Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Autotransplantation; Ex vivo; Surgery; In vivo; 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":[0.00006942776,0.00007329274,0.0001080068,0.0001147248,0.00004736933,0.00001635579,0.00004548974,0.00004482053,0.0007612925],"category_scores_gemma":[0.000005362008,0.00005734159,0.0000225618,0.000216089,0.00003839385,0.00003176419,0.000003221363,0.0001163036,0.0001459864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001961648,"about_ca_system_score_gemma":0.0001198682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008320527,"about_ca_topic_score_gemma":0.000156282,"domain_scores_codex":[0.9994282,0.00001805988,0.0001007655,0.0001457351,0.0001546723,0.0001525292],"domain_scores_gemma":[0.9996886,0.00003903499,0.00001295139,0.0001328449,0.00005915101,0.00006737089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009386041,0.001468641,0.4770721,0.008746678,0.00109419,0.002667197,0.00858249,0.0001193818,0.3650177,0.02038329,0.02596125,0.07950097],"study_design_scores_gemma":[0.01355075,0.0009401705,0.698542,0.001378675,0.0006090972,0.0003014298,0.0006697439,0.002666675,0.197303,0.0002095255,0.0833701,0.0004588899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8787401,0.0002157401,0.05482586,0.002504282,0.0001428306,0.0006912727,0.00003860657,0.0002219071,0.06261937],"genre_scores_gemma":[0.9277936,0.000267413,0.01080674,0.001032067,0.0000742841,0.00002614689,0.000127471,0.00002389421,0.05984844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2214698,"threshold_uncertainty_score":0.833562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0231932872277151,"score_gpt":0.2993183408754789,"score_spread":0.2761250536477638,"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."}}