{"id":"W4404970827","doi":"10.1111/ctr.70048","title":"Ultrasound Utilization in Hospitalized Kidney Transplant Recipients: Useful or Overused?","year":2024,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary; University Health Network","funders":"","keywords":"Medicine; Logistic regression; Psychological intervention; Kidney transplantation; Creatinine; Population; Transplantation; Intensive care medicine; Ultrasound; Retrospective cohort study; Emergency medicine; Internal medicine; Radiology; Nursing","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":[0.0006585366,0.0001712029,0.0003648009,0.0001537818,0.00003628723,0.00004534715,0.00007531804,0.0002293523,0.0002308071],"category_scores_gemma":[0.0003774761,0.0001184463,0.0002407848,0.0004034292,0.0001012595,0.0002102787,0.000003182379,0.0003166729,0.0001007383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003905297,"about_ca_system_score_gemma":0.0001524598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001752007,"about_ca_topic_score_gemma":0.00002655615,"domain_scores_codex":[0.9981722,0.0001671489,0.000726839,0.00044868,0.0002641897,0.000220898],"domain_scores_gemma":[0.9990138,0.0005499101,0.00004200496,0.0001899662,0.00003968675,0.0001646024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009412707,0.001422519,0.9348905,0.003083021,0.0004617653,0.009633711,0.004022554,0.00004941944,0.004438416,0.001341372,0.002436136,0.02880787],"study_design_scores_gemma":[0.004602185,0.0007990513,0.9834214,0.002657173,0.0004451482,0.0009199926,0.00004802199,0.0006154833,0.001928619,0.0004658834,0.003850914,0.0002461167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872093,0.0004617053,0.008768862,0.0005606803,0.00101733,0.0005409278,0.0001285114,0.0002378024,0.001074849],"genre_scores_gemma":[0.9823415,0.01455551,0.0008844193,0.0005892934,0.0001828763,0.00003681159,0.0008249707,0.00002845688,0.0005561924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0485309,"threshold_uncertainty_score":0.4830098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1247008255385906,"score_gpt":0.4074549732593983,"score_spread":0.2827541477208076,"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."}}