{"id":"W4414312903","doi":"10.1016/j.humimm.2025.111446","title":"Incremental clinical benefit (ICB) and cost effectiveness ratio (ICER) of routine flow cytometric crossmatch (FCXM) prior to kidney transplantation","year":2025,"lang":"en","type":"article","venue":"Human Immunology","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of British Columbia","funders":"","keywords":"Cost effectiveness; Kidney transplantation; Kidney transplant; Kidney; Transplantation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.006981069,0.001141648,0.002492337,0.001506968,0.0001601185,0.002130918,0.0008394355,0.002022825,0.009462792],"category_scores_gemma":[0.02007423,0.0004871097,0.003995068,0.0009860557,0.0006548867,0.002016575,0.0008775076,0.002908417,0.0006431816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001842585,"about_ca_system_score_gemma":0.002199786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004083644,"about_ca_topic_score_gemma":0.002973275,"domain_scores_codex":[0.9949667,0.003132363,0.0002407476,0.000391243,0.0006136317,0.0006552215],"domain_scores_gemma":[0.9871873,0.0104786,0.0008078818,0.0003118972,0.0004224032,0.0007920237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1887074,0.004328116,0.1136758,0.007415074,0.02657726,0.001479624,0.0001767137,0.2343234,0.009407667,0.01638961,0.009577597,0.3879417],"study_design_scores_gemma":[0.02169683,0.05415882,0.4121562,0.0039331,0.07155045,0.005414689,0.001065484,0.3414555,0.01404484,0.05127381,0.02262089,0.000629345],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8755048,0.04929196,0.02431639,0.008506351,0.001161005,0.001342254,0.01078462,0.0003666762,0.02872592],"genre_scores_gemma":[0.9913089,0.002487106,0.002534775,0.0007398979,0.0002901614,0.0001249042,0.001442822,0.00002170664,0.001049717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009462792,"threshold_uncertainty_score":0.03691989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04068627301432576,"score_gpt":0.3859784393690288,"score_spread":0.3452921663547031,"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."}}