{"id":"W3127916411","doi":"10.1016/j.ekir.2021.01.015","title":"Blood Transfusion and Adverse Graft-related Events in Kidney Transplant Patients","year":2021,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Blood transfusion and management","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Hazard ratio; Kidney transplantation; Internal medicine; Retrospective cohort study; Confidence interval; Proportional hazards model; Kidney transplant; Kidney; Intensive care medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018511,0.0001633145,0.0002297039,0.0001971142,0.00003984028,0.000007558758,0.00004952481,0.0001019,0.001036584],"category_scores_gemma":[0.0002657046,0.0001553305,0.0001124051,0.0001839917,0.00002572484,0.0001103959,0.00003075237,0.0001998227,0.0000102141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004605407,"about_ca_system_score_gemma":0.0002049198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001177636,"about_ca_topic_score_gemma":0.00004480277,"domain_scores_codex":[0.9981993,0.00003441227,0.0005761193,0.000443125,0.0005599869,0.0001870638],"domain_scores_gemma":[0.9990808,0.00001430837,0.00009145183,0.0002053739,0.0001554708,0.0004525738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002074308,0.002486407,0.976038,0.0001867441,0.0004932847,0.007372508,0.0009297204,0.000004006327,0.006861001,0.0004698735,0.002481474,0.002469549],"study_design_scores_gemma":[0.01388624,0.0001788755,0.9077276,0.001665133,0.0005493114,0.002115451,0.00009614228,0.0001332497,0.008284834,0.0007512529,0.0642572,0.0003546905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721606,0.00004622155,0.00006149234,0.007872962,0.00129339,0.0004876293,0.0000426665,0.00005549907,0.01797959],"genre_scores_gemma":[0.990863,0.0007216898,0.0002184607,0.00341249,0.00003306058,0.00002806116,0.0008544599,0.00002051227,0.003848235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06831039,"threshold_uncertainty_score":0.9998766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006097594842280807,"score_gpt":0.2324515985056966,"score_spread":0.2263540036634158,"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."}}