{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01105747,0.001011815,0.0008981336,0.004286258,0.0006775602,0.002967249,0.001537595,0.000760417,0.001586847],"category_scores_gemma":[0.03682481,0.0001433868,0.0007002515,0.003816439,0.0005503039,0.001769886,0.002687135,0.0008706424,0.0006522677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002689012,"about_ca_system_score_gemma":0.002175862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00401375,"about_ca_topic_score_gemma":0.00286668,"domain_scores_codex":[0.9938738,0.001585261,0.0009698211,0.0006423516,0.002325406,0.0006032925],"domain_scores_gemma":[0.9827643,0.003108042,0.005710227,0.0008035485,0.006140981,0.001472887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007949395,0.0002709958,0.8544952,0.0003113475,0.0002128509,0.0001718837,0.0003628496,0.01150124,0.0009453397,0.00825331,0.01698239,0.1056976],"study_design_scores_gemma":[0.00007709728,0.001421419,0.9035059,0.0005818611,0.000129841,0.0008868809,0.001475097,0.04818442,0.003510724,0.01684373,0.02328834,0.00009453383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7959465,0.01579417,0.131973,0.003392283,0.0008968198,0.0007646563,0.01238556,0.001785415,0.03706152],"genre_scores_gemma":[0.9658158,0.0004308408,0.02552572,0.0003635337,0.0001552334,0.0002680246,0.006897942,0.00008260893,0.0004602892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01105747,"threshold_uncertainty_score":0.05847818,"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."}}