{"id":"W3176147849","doi":"10.1177/20543581211027969","title":"An Environmental Scan and Evaluation of Quality Indicators Across Canadian Kidney Transplant Centers","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Kingston Health Sciences Centre; McMaster University; Queen's University; Nova Scotia Health Authority; University of Toronto; Dalhousie University; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Kidney Foundation of Canada; Canadian Institutes of Health Research; Canadian Society of Nephrology","keywords":"Medicine; Kidney transplantation; Referral; Nephrology; Health care; Dialysis; Delphi method; Transplantation; Family medicine; Intensive care medicine; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03926812,0.0006076744,0.0007118905,0.0136544,0.006298474,0.003558227,0.002222907,0.000564517,0.0009785104],"category_scores_gemma":[0.07344736,0.0003840334,0.0008619167,0.02833276,0.002334,0.001063311,0.004331317,0.0007836695,0.00007825298],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08778035,"about_ca_system_score_gemma":0.1442311,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9312408,"about_ca_topic_score_gemma":0.9517334,"domain_scores_codex":[0.9445631,0.009983177,0.004421824,0.00316162,0.03216264,0.005707722],"domain_scores_gemma":[0.8120078,0.02402923,0.01759292,0.004421218,0.1349598,0.006988938],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002034754,0.00005796614,0.9028271,0.0011102,0.0001842403,0.0001324696,0.01513955,0.001231459,0.0007980078,0.00152087,0.005662798,0.07113184],"study_design_scores_gemma":[0.00001029702,0.00008568482,0.9756117,0.0004185382,0.00006109263,0.00003960358,0.01061103,0.0008954341,0.0005093577,0.0001806943,0.01152893,0.00004774216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9444034,0.003116599,0.005521093,0.004924674,0.00007292731,0.001798869,0.01321846,0.0001674045,0.02677661],"genre_scores_gemma":[0.987242,0.0009405304,0.006502577,0.0003455589,0.00001398596,0.0005660819,0.003791529,0.0000223058,0.0005754833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9607319,"threshold_uncertainty_score":0.636894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179309104221104,"score_gpt":0.3231975318835842,"score_spread":0.3014044408413732,"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."}}