{"id":"W4311860782","doi":"10.1111/ctr.14877","title":"The John S. Najarian symposium: The past, present, and future of surgery and transplantation, May 20, 2022, Minneapolis, MN","year":2022,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Honor; Transplantation; Medicine; General surgery; Coronavirus disease 2019 (COVID-19); Gerontology; Surgery; Internal medicine; Disease","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":[0.001385104,0.0001668879,0.0003054751,0.00009528636,0.0006271524,0.00003949179,0.0001111725,0.000102982,0.00009471714],"category_scores_gemma":[0.00001275267,0.0001114168,0.0001373123,0.0002875778,0.0003246359,0.0001209369,0.00001086094,0.0004171872,0.000002441926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001422612,"about_ca_system_score_gemma":0.00009907303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003017508,"about_ca_topic_score_gemma":0.00004916428,"domain_scores_codex":[0.9977121,0.0005128323,0.000792098,0.0003199921,0.0004591829,0.0002038189],"domain_scores_gemma":[0.9971845,0.002156252,0.0002260015,0.000219434,0.00009432395,0.0001194563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01825634,0.001576747,0.7019612,0.005192462,0.001554912,0.0005115574,0.02144715,0.00009803549,0.006191771,0.01984487,0.044355,0.17901],"study_design_scores_gemma":[0.00458184,0.0003841401,0.8275829,0.00009046221,0.001279535,0.0009675293,0.001351651,0.0003312468,0.001311117,0.0005915078,0.161248,0.000280022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8469025,0.003500094,0.0007602168,0.1425009,0.001793878,0.001443241,0.001375704,0.00009793686,0.001625549],"genre_scores_gemma":[0.9370367,0.05896574,0.0001121867,0.0008588551,0.001046974,0.00007705736,0.001331439,0.00003111948,0.000539905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1787299,"threshold_uncertainty_score":0.4823613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03144249532299847,"score_gpt":0.3163341630763722,"score_spread":0.2848916677533738,"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."}}