{"id":"W3033242623","doi":"10.1111/ctr.14007","title":"Early and recurrent hospitalization after kidney transplantation: Analysis of a contemporary canadian cohort of kidney transplant recipients","year":2020,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Medicine; Heart failure; Proportional hazards model; Kidney disease; Cohort; Transplantation; Internal medicine; Kidney transplantation; Heart transplantation; Cohort study; Liver transplantation; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0002891649,0.0002580885,0.0009380954,0.0003874116,0.00005075338,0.00001439039,0.00008752017,0.0002170312,0.000156467],"category_scores_gemma":[0.00008816332,0.0002303772,0.0004278694,0.0008471295,0.0001709754,0.0001939016,0.000002522292,0.0001836384,0.000006026205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002781055,"about_ca_system_score_gemma":0.0004715102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002608908,"about_ca_topic_score_gemma":0.0006217246,"domain_scores_codex":[0.9973001,0.0001633236,0.001387641,0.0005003105,0.0004292662,0.0002193054],"domain_scores_gemma":[0.9977041,0.0001798364,0.0003002989,0.0001883775,0.0001963386,0.001430979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003950119,0.0002001854,0.9881496,0.001263862,0.002398117,0.0002069375,0.002887351,0.00001536402,0.00021975,0.0001283105,0.00003076701,0.0005496716],"study_design_scores_gemma":[0.004878132,0.0009730837,0.9827401,0.000954854,0.008655661,0.00001753921,0.00002261999,0.0006283195,0.000809536,0.00001467147,0.0001074988,0.0001979762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98765,0.0001851519,0.004552125,0.001349735,0.0001995201,0.0008989938,0.004039531,0.00003466528,0.001090241],"genre_scores_gemma":[0.9881362,0.004349543,0.0008001917,0.001673824,0.0000408504,0.0000368109,0.004915006,0.00002464253,0.00002288489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006257544,"threshold_uncertainty_score":0.939451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04246777060200112,"score_gpt":0.3282950051975922,"score_spread":0.2858272345955911,"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."}}