{"id":"W7117975864","doi":"10.1007/978-3-032-07072-2_3","title":"Candidate Evaluation for 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; Demographics; Mortality rate; Transplantation; MEDLINE; Organ 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003655868,0.0005498473,0.0006231574,0.0005399897,0.0001796518,0.00004689099,0.0001370604,0.0006622839,0.001083607],"category_scores_gemma":[0.00001051498,0.0005563931,0.0004233904,0.00007470624,0.00007363992,0.0002149944,0.00000408801,0.0003646755,0.00007529531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002394301,"about_ca_system_score_gemma":0.0004059439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007943406,"about_ca_topic_score_gemma":0.0003087906,"domain_scores_codex":[0.9975441,0.00004180257,0.0007051679,0.0006836744,0.0007110279,0.0003142905],"domain_scores_gemma":[0.998526,0.0002340868,0.000272914,0.0003383619,0.0004947965,0.0001338153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02776007,0.000713299,0.0009160587,0.2649311,0.003900678,0.00564982,0.01749668,0.0001879465,0.003163354,0.3814009,0.03049402,0.263386],"study_design_scores_gemma":[0.08633378,0.006705299,0.04066688,0.03846067,0.2129613,0.007809329,0.0002621548,0.02331702,0.1871627,0.04418191,0.3410344,0.01110456],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002032236,0.005199468,0.2489556,0.001171072,0.001603473,0.0147594,0.008980711,0.00121953,0.7160785],"genre_scores_gemma":[0.03960025,0.3511134,0.01719101,0.002385322,0.0008566901,0.0007811862,0.0585377,0.0003380294,0.5291964],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.345914,"threshold_uncertainty_score":0.9998295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02486765442735889,"score_gpt":0.2945330347742973,"score_spread":0.2696653803469384,"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."}}