{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014007,0.0002237822,0.0003781367,0.001411179,0.0003675664,0.00158737,0.0004845853,0.0006034701,0.001214257],"category_scores_gemma":[0.01490404,0.0001610308,0.0003570145,0.00246179,0.0005896054,0.001101527,0.0005857035,0.0007732202,0.00009746954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178344,"about_ca_system_score_gemma":0.001679458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02236087,"about_ca_topic_score_gemma":0.04024902,"domain_scores_codex":[0.998534,0.0005154593,0.0002535548,0.00008825259,0.0002846911,0.000324086],"domain_scores_gemma":[0.9893885,0.00280793,0.005348524,0.0002553196,0.0009213125,0.001278433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005359179,0.00001979291,0.9969239,0.00001339546,0.00001601275,0.0001146022,0.0001382568,0.00002201894,0.00002903749,0.00003051641,0.00008873878,0.002550121],"study_design_scores_gemma":[0.000005437602,0.00006619764,0.9962164,0.00007788207,0.00005712915,0.0005591633,0.001956365,0.0005777493,0.00006266199,0.0001277236,0.0002839727,0.000009360561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964285,0.001359592,0.00008640944,0.001330014,0.00001630955,0.000005370298,0.0001440238,0.00000321544,0.0006265389],"genre_scores_gemma":[0.9992695,0.0004054787,0.000043975,0.0001459777,0.00004027718,0.000001936024,0.00005980867,0.000001436252,0.00003152664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02236087,"threshold_uncertainty_score":0.04446143,"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."}}