{"id":"W3203181680","doi":"10.1148/rg.2021210012","title":"Imaging Evaluation of Living Liver Donor Candidates: Techniques, Protocols, and Anatomy","year":2021,"lang":"en","type":"article","venue":"Radiographics","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Cancer Institute","keywords":"Medicine; Economic shortage; Liver parenchyma; Radiology; Surgical planning; Liver transplantation; Living donor liver transplantation; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005723819,0.00009801875,0.0002002928,0.0002486926,0.00004513979,0.00001836149,0.00003775685,0.00006077631,0.00009701665],"category_scores_gemma":[0.0001219472,0.00009104362,0.00007633758,0.0004520724,0.00007256371,0.00008605974,0.00001550387,0.0001202904,3.671136e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000027059,"about_ca_system_score_gemma":0.0001513484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005923171,"about_ca_topic_score_gemma":0.00003182639,"domain_scores_codex":[0.9990764,0.00007310365,0.000222142,0.0001826509,0.0003287506,0.0001169914],"domain_scores_gemma":[0.9992186,0.00008813121,0.00008023244,0.0002023147,0.0003460865,0.00006462025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002360401,0.0001033943,0.9681366,0.0009743358,0.00006369202,0.00005385192,0.000402975,2.00899e-7,0.004752425,0.0009057078,0.0004880542,0.02409518],"study_design_scores_gemma":[0.001357693,0.0002130476,0.7248628,0.003967422,0.001271198,0.00083874,0.0003519052,0.00365606,0.2540966,0.0005925184,0.008368238,0.0004237408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909556,0.0192156,0.01922288,0.003580852,0.0001863421,0.03750901,0.0001563109,0.00138695,0.009186087],"genre_scores_gemma":[0.9832805,0.002907395,0.01275615,0.0002520414,0.00003986784,0.0006817956,0.00002236874,0.00002121295,0.00003863609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2493442,"threshold_uncertainty_score":0.3712651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02203346645717639,"score_gpt":0.3320325248483635,"score_spread":0.3099990583911871,"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."}}