{"id":"W4401824636","doi":"10.1177/20543581241274006","title":"An Environmental Scan of Canadian Kidney Transplant Programs for the Management of Patients With Graft Failure: A Research Letter","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Regional Health Centre; Western University; St. Michael's Hospital; Royal Victoria Hospital; Centre hospitalier universitaire de Québec; University of Saskatchewan; Toronto General Hospital; University Health Network; Dalhousie University; University of Manitoba; McGill University; McGill University Health Centre; University of Ottawa; Université Laval; Centre Hospitalier de l’Université de Montréal; Manitoba Health; Queen's University; University of Calgary","funders":"Kidney Foundation of Canada","keywords":"Medicine; Intensive care medicine; Kidney transplant; Nephrology; Kidney transplantation; Kidney; 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":[],"consensus_categories":[],"category_scores_codex":[0.01112967,0.0003073238,0.0003553644,0.003447677,0.01882184,0.004938438,0.001910664,0.002906682,0.003473338],"category_scores_gemma":[0.05028414,0.000472559,0.0004679501,0.007382534,0.003949376,0.002065613,0.002595638,0.002600213,0.0002240988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09273218,"about_ca_system_score_gemma":0.2785333,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9464802,"about_ca_topic_score_gemma":0.9587874,"domain_scores_codex":[0.987422,0.00318205,0.001014933,0.0005627888,0.005358351,0.002459878],"domain_scores_gemma":[0.8803197,0.03705091,0.006644195,0.001641866,0.06317183,0.0111716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001938625,0.0003568107,0.1607666,0.00421643,0.00006158891,0.005587647,0.3083249,0.0003330017,0.001790807,0.006521156,0.3747804,0.1370669],"study_design_scores_gemma":[0.00004124203,0.0001193948,0.1565748,0.004281761,0.00007440314,0.0010531,0.3706321,0.0003982677,0.0004880322,0.0005794697,0.4656146,0.0001427679],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2375227,0.00887721,0.000994972,0.7049218,0.002380619,0.000741424,0.004002989,0.000110909,0.04044741],"genre_scores_gemma":[0.8262239,0.01159699,0.005586752,0.145973,0.001119819,0.0007936775,0.001874357,0.00008612942,0.00674539],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09273218,"threshold_uncertainty_score":0.6728222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02546150402333841,"score_gpt":0.2989248060435795,"score_spread":0.2734633020202411,"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."}}