{"id":"W4409118812","doi":"10.1177/20543581251323964","title":"The Flow of Living Kidney Donor Candidates Through the Evaluation Process: A Single-Center Experience in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Dalhousie University; University of Calgary; University Hospital; Western University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Interquartile range; Donation; Single Center; Referral; Kidney transplantation; Dialysis; Transplantation; Surgery; Family 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":[0.003491689,0.0004214139,0.0007066267,0.001225914,0.008098681,0.00322036,0.001753884,0.0005513066,0.00324938],"category_scores_gemma":[0.009232489,0.0005684518,0.0005027063,0.004400875,0.00261424,0.0009341852,0.003359004,0.0009270661,0.0003570768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1039757,"about_ca_system_score_gemma":0.2013145,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9846144,"about_ca_topic_score_gemma":0.9955129,"domain_scores_codex":[0.9950931,0.0005797565,0.0004018712,0.0004300263,0.001637915,0.001857211],"domain_scores_gemma":[0.9802052,0.001435512,0.002477697,0.0003949562,0.006842445,0.008644161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000483444,0.00033815,0.8859026,0.0005788064,0.00008043479,0.002780398,0.05250406,0.000595621,0.001070668,0.0006947545,0.007982206,0.04698889],"study_design_scores_gemma":[0.00006651106,0.0004761786,0.908271,0.0008261134,0.00008094399,0.001118509,0.07009135,0.001021085,0.0003835,0.0002338083,0.01729788,0.0001330375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870839,0.002208871,0.0005876648,0.002739388,0.00005616086,0.000376529,0.0009442103,0.00004181369,0.00596166],"genre_scores_gemma":[0.9932312,0.00172244,0.001286923,0.000873448,0.00003022059,0.00009055035,0.0004952833,0.00003588384,0.002234143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1039757,"threshold_uncertainty_score":0.7544003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02378999494961849,"score_gpt":0.3006932281499918,"score_spread":0.2769032332003733,"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."}}