{"id":"W2883765909","doi":"10.1097/01.tp.0000543236.47060.ec","title":"Allograft Duodenal Cuff Biopsy as Surrogate in Evaluation of Pancreatic Transplant Rejection – A Multicenter Data Effort","year":2018,"lang":"en","type":"article","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Pancreas; Biopsy; Pancreas transplantation; Cuff; Grading (engineering); Gastroenterology; Duodenum; Transplantation; Internal medicine; Surgery; Radiology; Urology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04218027,0.0004594119,0.0007785207,0.00398116,0.0005408541,0.001851494,0.001206963,0.0006465831,0.0008384702],"category_scores_gemma":[0.03058253,0.0003185919,0.0005949822,0.004173038,0.0009838495,0.001285499,0.00208118,0.0006100057,0.0002823951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000928929,"about_ca_system_score_gemma":0.001352828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001413458,"about_ca_topic_score_gemma":0.001358491,"domain_scores_codex":[0.9711149,0.0169762,0.005771019,0.002592172,0.002993969,0.0005517113],"domain_scores_gemma":[0.9230937,0.01501079,0.02739413,0.01616118,0.01555435,0.002785865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009115689,0.0001331426,0.9775597,0.0002862377,0.0002493683,0.0002206907,0.0002863903,0.0001486994,0.001766049,0.000142963,0.0003222578,0.01797292],"study_design_scores_gemma":[0.0001508228,0.002243103,0.9794653,0.0007010266,0.000626402,0.003987954,0.001356203,0.00142696,0.003701114,0.0001193444,0.006185061,0.00003665995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802175,0.01036057,0.004600495,0.0004004213,0.00007153902,0.0007366284,0.001608573,0.00005342376,0.001950798],"genre_scores_gemma":[0.9905106,0.001310362,0.005387565,0.0002021293,0.0000810994,0.0003260337,0.00206873,0.00002009345,0.00009327036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04218027,"threshold_uncertainty_score":0.2230732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06186157842631507,"score_gpt":0.36586332365135,"score_spread":0.304001745225035,"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."}}