{"id":"W4389781233","doi":"10.1097/lvt.0000000000000317","title":"One step closer to equity in liver transplant: The National Liver Review Board and the partnership that made it possible","year":2023,"lang":"en","type":"letter","venue":"Liver Transplantation","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nunavik Regional Board of Health and Social Services","funders":"","keywords":"Medicine; Liver transplantation; Liver disease; General partnership; Transplant surgery; Family medicine; General surgery; Transplantation; Internal medicine; Surgery; Hepatology; Political science","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"],"consensus_categories":[],"category_scores_codex":[0.001187524,0.0005482127,0.0007810809,0.000324616,0.0002421008,0.0001447013,0.0003959954,0.0005169827,0.0002148814],"category_scores_gemma":[0.00001711406,0.0003760585,0.0003254919,0.0005423651,0.0002658668,0.0004259334,0.00003105198,0.001479387,0.0003756427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001512561,"about_ca_system_score_gemma":0.0002273948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000976659,"about_ca_topic_score_gemma":0.0009164329,"domain_scores_codex":[0.9955223,0.0006947585,0.0006773656,0.0007910932,0.00169798,0.0006165226],"domain_scores_gemma":[0.9978936,0.00120355,0.000201388,0.0003648616,0.0001773663,0.0001592223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.01279823,0.0005101662,0.00558063,0.1415369,0.004023076,0.01081192,0.0521748,0.00005509808,0.0001571557,0.002816238,0.7611667,0.008369078],"study_design_scores_gemma":[0.03390136,0.0009496521,0.6785291,0.0973978,0.05129409,0.001885412,0.0006717667,0.001882052,0.001300935,0.001682512,0.1264529,0.004052371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01253602,0.02810377,0.001349382,0.9334805,0.0006592957,0.01083364,0.002701036,0.0003671899,0.009969194],"genre_scores_gemma":[0.08975725,0.3121057,0.000146977,0.5875486,0.001425021,0.0006945895,0.004881533,0.0001247532,0.003315565],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6729485,"threshold_uncertainty_score":0.9998691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043775642795681,"score_gpt":0.3344609757672635,"score_spread":0.2300834114876954,"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."}}