{"id":"W4366082899","doi":"10.1097/lvt.0000000000000158","title":"Insufficient use of technical variant grafts: An unfulfilled promise in pediatric liver transplantation","year":2023,"lang":"en","type":"letter","venue":"Liver Transplantation","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Hospital for Sick Children; University Health Network","funders":"","keywords":"Medicine; Liver transplantation; Intensive care medicine; Transplantation; MEDLINE; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003864505,0.000642909,0.0009650936,0.001540043,0.00008025375,0.00005812165,0.0002816927,0.001367169,0.0001469813],"category_scores_gemma":[0.00002918328,0.000610644,0.0003327299,0.001039524,0.0001155938,0.000510512,0.00001060414,0.001583305,0.00006183151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001927952,"about_ca_system_score_gemma":0.0002719162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007864742,"about_ca_topic_score_gemma":0.0005225929,"domain_scores_codex":[0.9957795,0.0003097948,0.001366706,0.0009294208,0.001025345,0.0005892963],"domain_scores_gemma":[0.9981587,0.0004853061,0.0004331021,0.0005474954,0.0002212584,0.0001541182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.01884981,0.006597263,0.08733487,0.383321,0.0007951006,0.338006,0.03854605,0.001072532,0.007093563,0.001246443,0.1142843,0.002853141],"study_design_scores_gemma":[0.01579351,0.003586078,0.9289778,0.004431593,0.01325851,0.00632304,0.0001171978,0.001837974,0.01500364,0.0001648317,0.007565919,0.002939954],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8892896,0.0009119313,0.03270552,0.04966132,0.0018729,0.0134512,0.007668597,0.003391775,0.001047162],"genre_scores_gemma":[0.3160957,0.5207025,0.02149604,0.0816684,0.002908945,0.0008825785,0.05325972,0.0008905451,0.002095482],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8416429,"threshold_uncertainty_score":0.9999292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03269945097917305,"score_gpt":0.2696537105771282,"score_spread":0.2369542595979551,"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."}}