{"id":"W7126448497","doi":"10.21428/594757db.816384ad","title":"Discrete-Survival Compatibility Score for Donor-Recipient Matching in Liver Transplantation","year":2025,"lang":"en","type":"article","venue":"","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vector Institute; University Health Network; University of Waterloo","funders":"","keywords":"Compatibility (geochemistry); Liver transplantation; Matching (statistics); Transplantation; Propensity score matching; Clinical Practice","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":[0.006771627,0.0006469064,0.0007661409,0.001735587,0.0004058126,0.001146582,0.001071245,0.0009512817,0.001591443],"category_scores_gemma":[0.01860186,0.0002105028,0.0007063578,0.001314138,0.0005121456,0.001167543,0.001245346,0.001438342,0.0004937586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004602454,"about_ca_system_score_gemma":0.0009067839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001271159,"about_ca_topic_score_gemma":0.001550607,"domain_scores_codex":[0.9980006,0.001166662,0.0001455255,0.0003585741,0.0002420814,0.00008659952],"domain_scores_gemma":[0.9908845,0.006298973,0.001170567,0.0006444657,0.0004670593,0.0005343746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001729752,0.0005649197,0.5427366,0.0001212313,0.0003805862,0.0003774663,0.0002694555,0.2095234,0.001767081,0.007615393,0.002865118,0.2320491],"study_design_scores_gemma":[0.00004701501,0.000271264,0.03000008,0.00002469153,0.00007768967,0.000197981,0.00008146554,0.9516389,0.00126241,0.0154547,0.0009024209,0.00004142441],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6645362,0.0006579481,0.3306115,0.0008267387,0.0001086472,0.0001845907,0.001269056,0.000476606,0.001328787],"genre_scores_gemma":[0.9595441,0.000100558,0.03869353,0.00007003463,0.0000726287,0.00004958385,0.001051857,0.00002611886,0.0003915402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006771627,"threshold_uncertainty_score":0.0358122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02472393056918342,"score_gpt":0.3234807983223781,"score_spread":0.2987568677531947,"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."}}