{"id":"W7117975570","doi":"10.1007/978-3-032-07072-2_26","title":"Abdominal Imaging Post-Liver Transplantation","year":2025,"lang":"en","type":"book-chapter","venue":"Liver Transplantation","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Liver transplantation; Ultrasound; Transplantation; Ultrasound imaging; Magnetic resonance imaging; Grading (engineering); Doppler ultrasound; Medical imaging","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001532418,0.0006713897,0.0006964398,0.000687234,0.0001780555,0.00006054402,0.0001851433,0.0004943979,0.001751431],"category_scores_gemma":[0.000004680642,0.0006801476,0.0004717499,0.00008530825,0.0001307195,0.0003017133,0.000007691772,0.000673486,0.0002648074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001634791,"about_ca_system_score_gemma":0.0002543222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000154721,"about_ca_topic_score_gemma":0.0001094016,"domain_scores_codex":[0.99748,0.00003701817,0.0007515989,0.0007298191,0.0006234806,0.0003780716],"domain_scores_gemma":[0.9987171,0.0001684441,0.0002521817,0.000372931,0.000311058,0.0001783428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.02741014,0.0007300739,0.004908449,0.2196738,0.002808783,0.1150575,0.01868838,0.00002953664,0.01090228,0.3131435,0.01401902,0.2726286],"study_design_scores_gemma":[0.06028576,0.004367764,0.2308595,0.05944717,0.1237404,0.06386806,0.0006035996,0.003741492,0.2031265,0.0143652,0.2200175,0.01557707],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002302709,0.004179038,0.06918903,0.001567883,0.0009983549,0.00313345,0.003625958,0.001333385,0.9136702],"genre_scores_gemma":[0.05360508,0.3335477,0.01401764,0.005540107,0.0007450373,0.00009506524,0.01705091,0.0003529214,0.5750455],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3386247,"threshold_uncertainty_score":0.9995649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00942812350123834,"score_gpt":0.2458948161813383,"score_spread":0.2364666926800999,"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."}}