{"id":"W4226154999","doi":"10.1177/20543581221089094","title":"The Canadian Glomerulonephritis Registry (CGNR) and Translational Research Initiative: Rationale and Clinical Research Protocol","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network; Ottawa Hospital; Health Sciences Centre; Sunnybrook Health Science Centre; McGill University; Dalhousie University; University of Toronto; University of British Columbia; Trillium Health Centre; Université Laval; University of Alberta","funders":"Department of Medicine, University of Toronto; Toronto General Hospital Research Institute, University Health Network; Canadian Institutes of Health Research; Kidney Foundation of Canada","keywords":"Medicine; Focal segmental glomerulosclerosis; Dialysis; Kidney disease; Internal medicine; Intensive care medicine; Renal function; Transplantation; Kidney transplantation; Biorepository; Nephrology; Proteinuria; Biobank; Kidney; Bioinformatics","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":[0.04715032,0.002335484,0.002520109,0.006753887,0.00930817,0.006142425,0.007577269,0.002967498,0.02473647],"category_scores_gemma":[0.03847559,0.001859585,0.002117697,0.01246098,0.002650438,0.002514399,0.003998531,0.003876276,0.005077693],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04646973,"about_ca_system_score_gemma":0.2376751,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5063344,"about_ca_topic_score_gemma":0.648507,"domain_scores_codex":[0.9763812,0.009702737,0.004159885,0.002655681,0.0044321,0.002668364],"domain_scores_gemma":[0.946152,0.004832977,0.004241254,0.005175577,0.03204131,0.007556909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02881113,0.007295609,0.09218889,0.01890988,0.001339699,0.001862891,0.007098224,0.006369424,0.002282271,0.03965912,0.6419393,0.1522434],"study_design_scores_gemma":[0.02970555,0.003470122,0.215526,0.0203208,0.001700936,0.0008391524,0.007727443,0.006396373,0.001608418,0.009172602,0.7027562,0.0007763744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006158982,0.001008581,0.007022853,0.001910071,0.0003322091,0.9142427,0.0561328,0.0001831254,0.01300863],"genre_scores_gemma":[0.0185768,0.001385828,0.02862937,0.002301905,0.000255829,0.9072681,0.03922114,0.00005178906,0.002309357],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9535303,"threshold_uncertainty_score":0.9931458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1453951623911885,"score_gpt":0.4619030523625777,"score_spread":0.3165078899713891,"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."}}