{"id":"W4384925732","doi":"10.1097/sla.0000000000006038","title":"Novel Benchmark for Adult-to-Adult Living-donor Liver Transplantation","year":2023,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Liver transplantation; Transplantation; Living donor liver transplantation; Benchmark (surveying); Surgery","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":[0.0003533169,0.0001265875,0.0003313187,0.0003619049,0.0000455766,0.000009002067,0.00005633037,0.00008473193,0.00009439403],"category_scores_gemma":[0.000346122,0.0001165298,0.0002541081,0.0003864196,0.00002550672,0.00009613349,0.000006194538,0.00005943936,0.00004392181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005814049,"about_ca_system_score_gemma":0.00005713048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000853841,"about_ca_topic_score_gemma":0.00001974446,"domain_scores_codex":[0.9989325,0.00001263834,0.0003835686,0.0001998572,0.0002103942,0.0002609845],"domain_scores_gemma":[0.9982458,0.0008883146,0.00009055906,0.0001584555,0.0004960554,0.00012086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.004075785,0.00131978,0.3899618,0.02828212,0.0007257001,0.0004506982,0.01131605,0.00004754288,0.0770506,0.005654607,0.4309361,0.05017922],"study_design_scores_gemma":[0.0005347799,0.0002487418,0.7549866,0.001519306,0.0001809645,0.00006002447,0.0002339698,0.0002041931,0.2395562,0.000130437,0.00202114,0.000323678],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980727,0.00005976218,0.009290572,0.007903457,0.0002520859,0.0006010287,0.0004350395,0.0002943882,0.0004366754],"genre_scores_gemma":[0.9798301,0.009192019,0.002653092,0.006842308,0.0001555827,0.00008130329,0.0003301032,0.00004164101,0.0008738846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4289149,"threshold_uncertainty_score":0.4751946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1461829365112272,"score_gpt":0.3512177102797147,"score_spread":0.2050347737684876,"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."}}