{"id":"W4403539598","doi":"10.3389/ti.2024.13806","title":"Results of Kidney Transplantation from Donors Following Euthanasia in the Netherlands: Benchmarking Science and Ethical Challenge","year":2024,"lang":"en","type":"article","venue":"Transplant International","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Benchmarking; Kidney transplantation; Transplantation; Nephrology; Transplant surgery; Ethical issues; Intensive care medicine; Family medicine; Internal medicine; Engineering ethics; Hepatology; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09102791,0.0003641491,0.001418862,0.002409417,0.0009144325,0.006386372,0.001418214,0.001221774,0.002190774],"category_scores_gemma":[0.2161489,0.0002873084,0.00240432,0.004083782,0.001995541,0.003387989,0.005092162,0.001595216,0.0005720576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008413538,"about_ca_system_score_gemma":0.009602116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02188718,"about_ca_topic_score_gemma":0.01717899,"domain_scores_codex":[0.9072092,0.06485289,0.009771515,0.002967413,0.01192858,0.003270431],"domain_scores_gemma":[0.824183,0.07436089,0.03846047,0.01214196,0.04485451,0.005999187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00541864,0.0009725877,0.6346915,0.003631311,0.002658699,0.0009979504,0.01731006,0.008553569,0.0007150228,0.0148188,0.02132458,0.2889073],"study_design_scores_gemma":[0.0008488703,0.005270223,0.8193145,0.01066171,0.002678753,0.002273043,0.03866274,0.01172216,0.004435624,0.01935218,0.08414666,0.0006335758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9170913,0.01939939,0.01498854,0.01590302,0.001395142,0.001158372,0.005404004,0.00009562466,0.0245647],"genre_scores_gemma":[0.9871056,0.002371338,0.004337058,0.001804522,0.0001732325,0.0005426528,0.002255686,0.0001417558,0.001268227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09102791,"threshold_uncertainty_score":0.4814073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02727211718008688,"score_gpt":0.3178664451353221,"score_spread":0.2905943279552353,"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."}}