{"id":"W2792128283","doi":"10.1097/tp.0000000000002159","title":"Initiating Maintenance Dialysis Before Living Kidney Donor Transplantation When a Donor Candidate Evaluation Is Well Underway","year":2018,"lang":"en","type":"article","venue":"Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kidney Foundation of Canada; Western University","funders":"Astellas Pharma; Institute for Clinical Evaluative Sciences; Ontario Ministry of Health and Long-Term Care; Schulich School of Medicine and Dentistry; Academic Medical Organization of Southwestern Ontario; Canadian Institutes of Health Research; Lawson Health Research Institute","keywords":"Medicine; Dialysis; Transplantation; Kidney transplantation; Intensive care medicine; Surgery","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":[0.0008341284,0.0001273134,0.0002109546,0.0006831448,0.001016887,0.0008925939,0.0005168346,0.0002408403,0.002863099],"category_scores_gemma":[0.002732157,0.000144974,0.0002858214,0.001098989,0.0003438509,0.000523706,0.0006581587,0.00047726,0.0002304946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002625266,"about_ca_system_score_gemma":0.003520179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04719293,"about_ca_topic_score_gemma":0.1189143,"domain_scores_codex":[0.9989411,0.0001447447,0.0001767175,0.0001584476,0.0002690279,0.000309973],"domain_scores_gemma":[0.9932233,0.0007522308,0.004722428,0.0001354914,0.0004097704,0.0007567654],"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":[0.00003339336,0.00001408182,0.9976847,0.00002452179,0.00001333046,0.000170356,0.0001199869,0.00002625601,0.00009007038,0.00002254095,0.00025188,0.001548819],"study_design_scores_gemma":[0.000006584707,0.000037839,0.9969023,0.00006220672,0.00002070756,0.0008191094,0.0005498409,0.0000804088,0.000204054,0.0000334683,0.00127818,0.000005216991],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955614,0.0006037016,0.0002442196,0.0002064994,0.00001209169,0.00003284766,0.001281923,0.000009983541,0.002047363],"genre_scores_gemma":[0.9984046,0.0002416815,0.0001977457,0.000123748,0.00001787253,0.00001714669,0.0007936866,0.000002639021,0.0002008734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04719293,"threshold_uncertainty_score":0.09383649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01880291617365801,"score_gpt":0.2819658123380118,"score_spread":0.2631628961643537,"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."}}