{"id":"W4360591932","doi":"10.21037/hbsn-23-110","title":"Predicting early graft loss in pancreas transplantation using novel imaging techniques: are we there yet?","year":2023,"lang":"en","type":"letter","venue":"HepatoBiliary Surgery and Nutrition","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Transplantation; Pancreas transplantation; Pancreas; Surgery; Intensive care medicine; Radiology; Internal medicine; Kidney 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00248499,0.0004188492,0.001438352,0.0006079525,0.00132561,0.002743558,0.000997323,0.01415038,0.002444155],"category_scores_gemma":[0.02053176,0.0003747867,0.000765332,0.0007240819,0.001161015,0.003160688,0.0007832007,0.01496987,0.001641286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001613536,"about_ca_system_score_gemma":0.002135136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003483775,"about_ca_topic_score_gemma":0.006177698,"domain_scores_codex":[0.9980906,0.0006649821,0.0004138532,0.000141249,0.0004263389,0.0002630794],"domain_scores_gemma":[0.9889824,0.006452515,0.0007417282,0.0002739008,0.002145693,0.001403829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006186792,0.0004513615,0.1570325,0.0004004469,0.0001867281,0.02653747,0.0005714485,0.0006140074,0.001357024,0.003896888,0.6151478,0.1931856],"study_design_scores_gemma":[0.001005138,0.001222988,0.1158865,0.005108109,0.0008565257,0.1339669,0.008184374,0.01147215,0.002287028,0.07650083,0.6429077,0.0006017822],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008269795,0.006907488,0.0004996703,0.9709906,0.009197664,0.00001309416,0.00007216056,0.00003111532,0.004018436],"genre_scores_gemma":[0.1380325,0.01513746,0.003537681,0.6579564,0.1817522,0.00007209811,0.0002094733,0.00004415797,0.003258114],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01415038,"threshold_uncertainty_score":0.01314205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03642134231994969,"score_gpt":0.2727774867905406,"score_spread":0.2363561444705909,"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."}}