{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008302607,0.0003608596,0.0003812243,0.0004574463,0.0003785965,0.0001000138,0.0001325652,0.0002176835,0.002983812],"category_scores_gemma":[0.00007668387,0.0003499905,0.0001707689,0.00052415,0.0001329843,0.0007119293,0.000005090507,0.0002481733,0.0003910419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002346698,"about_ca_system_score_gemma":0.0003476703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004210474,"about_ca_topic_score_gemma":0.0009166498,"domain_scores_codex":[0.9970667,0.0002154537,0.0007412736,0.0006289211,0.0008870181,0.0004605881],"domain_scores_gemma":[0.9983829,0.0001545564,0.000284158,0.0003016664,0.0005906754,0.0002860013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.01028239,0.001587154,0.3026377,0.01061073,0.002332435,0.0004261754,0.4072281,0.0004993046,0.1192657,0.004230641,0.005411779,0.1354879],"study_design_scores_gemma":[0.03014298,0.0023011,0.6821101,0.00625491,0.01232671,0.001370521,0.002453182,0.06746165,0.1863537,0.003716487,0.003280311,0.002228345],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9067895,0.00006316796,0.0714942,0.003270793,0.0005786042,0.001614659,0.000452382,0.000335401,0.01540132],"genre_scores_gemma":[0.9894349,0.0007351068,0.002957301,0.003001537,0.0004648008,0.00007060159,0.002682094,0.00006773468,0.0005859543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4047749,"threshold_uncertainty_score":0.9998952,"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."}}