{"id":"W4379259521","doi":"10.1177/20543581231177844","title":"Predicting Time to and Average Quality of Future Offers for Kidney Transplant Candidates Declining a Current Deceased Donor Kidney Offer: A Retrospective Cohort Study","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université de Montréal; Translational Research in Oncology; Polytechnique Montréal","funders":"Institut de Valorisation des Données; Université de Montréal; Astellas Pharma","keywords":"Medicine; Kidney transplantation; Cohort; Retrospective cohort study; Kidney transplant; Propensity score matching; Quality (philosophy); Donation; Intensive care medicine; Transplantation; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003062967,0.0003226665,0.0003230821,0.001071306,0.0006962748,0.0008668863,0.00097231,0.0005146303,0.001416442],"category_scores_gemma":[0.005797217,0.0003837424,0.0008534555,0.001359319,0.000283349,0.000591101,0.0006066391,0.0009195072,0.0002200232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002190133,"about_ca_system_score_gemma":0.002320826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1823471,"about_ca_topic_score_gemma":0.2211132,"domain_scores_codex":[0.9991353,0.0001644617,0.00008673338,0.0002841883,0.0001662062,0.0001632213],"domain_scores_gemma":[0.9947875,0.0009336713,0.00220183,0.0007224257,0.0006749313,0.0006797275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003837278,0.00001346661,0.9994425,0.000002303296,0.00002948342,0.00001486214,0.00002964269,0.00005794935,0.00002219366,0.00001133749,0.00007552061,0.0002623239],"study_design_scores_gemma":[0.00001277368,0.0001074037,0.996997,0.00001022994,0.00005593776,0.0001114407,0.000219293,0.00214865,0.00003109254,0.00002511298,0.0002722072,0.000008887533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980642,0.00007902802,0.0002968737,0.00004707584,0.000005314139,0.00003042101,0.001285278,0.000005255314,0.0001863857],"genre_scores_gemma":[0.9977901,0.00007842056,0.00041577,0.00003457918,0.000007580357,0.00003253685,0.001483048,0.000003612844,0.000154255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1823471,"threshold_uncertainty_score":0.3625715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02400891228658296,"score_gpt":0.3340834376990655,"score_spread":0.3100745254124825,"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."}}