{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008283289,0.000398516,0.000398273,0.0005789654,0.0007234983,0.001395436,0.0004412325,0.000689652,0.09457461],"category_scores_gemma":[0.0019418,0.000123699,0.0003342646,0.0002920144,0.000288694,0.001091899,0.0008773366,0.001327133,0.02249313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000485662,"about_ca_system_score_gemma":0.001374844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005363165,"about_ca_topic_score_gemma":0.00354632,"domain_scores_codex":[0.9997762,0.00006642589,0.00001135671,0.00001975981,0.00009184299,0.0000344752],"domain_scores_gemma":[0.9997292,0.0001150475,0.0000155825,0.000009772192,0.00004687705,0.00008352316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006321294,0.0001255872,0.002218132,0.0001684395,0.000006885243,0.002482638,0.0003304977,0.0002931869,0.0004902232,0.04373182,0.6557955,0.2942939],"study_design_scores_gemma":[0.000009914446,0.00007099507,0.002327489,0.0006564997,0.000006242875,0.004685058,0.000700087,0.0003357925,0.0001901038,0.01783177,0.9731717,0.00001420603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.004760109,0.01295843,0.00793913,0.02484341,0.006437494,0.0002014333,0.000435506,0.0001686185,0.9422559],"genre_scores_gemma":[0.04329997,0.01755884,0.01411291,0.0130566,0.004311614,0.0002657662,0.0008361224,0.0002310369,0.9063271],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.09457461,"threshold_uncertainty_score":0.3163835,"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."}}