{"id":"W4293688696","doi":"10.1177/20543581211048338","title":"Factors Associated With the Use of Hypothermic Machine Perfusion in Kidney Transplant Recipients: A Multicenter Retrospective Cohort Study","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Centre hospitalier universitaire de Québec; Hôpital du Sacré-Cœur de Montréal; Hôpital Maisonneuve-Rosemont; Centre Hospitalier Universitaire de Sherbrooke; McGill University Health Centre; Université de Montréal","funders":"Centre Hospitalier Universitaire de Rennes","keywords":"Medicine; Machine perfusion; Cohort; Retrospective cohort study; Kidney transplantation; Single Center; Transplantation; Cold storage; Incidence (geometry); Surgery; Internal medicine; Urology; Liver transplantation","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009066154,0.0003669702,0.000399463,0.0007444119,0.0008329501,0.0008203646,0.000624767,0.0004712954,0.001604028],"category_scores_gemma":[0.001576396,0.0003281272,0.0005012503,0.001495318,0.0003890167,0.0004827814,0.0004587843,0.0006876709,0.0001752977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002149792,"about_ca_system_score_gemma":0.001942645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1395909,"about_ca_topic_score_gemma":0.1534002,"domain_scores_codex":[0.9993669,0.00007804408,0.0000624483,0.0001770686,0.0001309058,0.0001846638],"domain_scores_gemma":[0.997912,0.0001950183,0.001038245,0.000174962,0.0002728266,0.0004069659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003314645,0.0000128784,0.9995838,0.000002634996,0.00001869065,0.00003338031,0.0000266447,0.00001248401,0.00005197565,0.00000506682,0.00006302509,0.0001562485],"study_design_scores_gemma":[0.000006514074,0.00004628919,0.9993491,0.000006288204,0.00001954887,0.0001197261,0.0001458096,0.0001497424,0.00001940943,0.000005311768,0.0001288283,0.000003468734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998991,0.0001477501,0.00005281141,0.00004274536,0.000004121408,0.00001533601,0.000558643,0.000002273281,0.0001854357],"genre_scores_gemma":[0.9993247,0.00006963036,0.00004980331,0.00003581974,0.000006314232,0.00001133913,0.0004294069,0.000001440825,0.00007160905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1395909,"threshold_uncertainty_score":0.2775567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03826679206867159,"score_gpt":0.277670827314289,"score_spread":0.2394040352456174,"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."}}