{"id":"W4393277674","doi":"10.1111/ctr.15292","title":"Safety and efficacy of a reduced frequency viral monitoring strategy for Epstein‐Barr virus, cytomegalovirus, and BK polyomavirus post‐kidney transplant: A quality assurance initiative","year":2024,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Polyomavirus and related diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Toronto; George & Fay Yee Centre for Healthcare Innovation; Manitoba Health; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Cytomegalovirus; Virology; Kidney transplant; Epstein–Barr virus; Medicine; BK virus; Quality assurance; Virus; Kidney transplantation; Herpesviridae; Kidney; Internal medicine; Viral disease; External quality assessment; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03427759,0.0004239935,0.0005539754,0.0007922944,0.0005155113,0.001795215,0.001240927,0.0009508673,0.0009433693],"category_scores_gemma":[0.02968442,0.0002158477,0.001295878,0.0006491183,0.0008688387,0.0009911956,0.001016703,0.001023252,0.0001575728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00375271,"about_ca_system_score_gemma":0.004370821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002883963,"about_ca_topic_score_gemma":0.002701276,"domain_scores_codex":[0.9862003,0.007651372,0.001234618,0.0008397215,0.003448661,0.0006253417],"domain_scores_gemma":[0.9626607,0.007536307,0.01883592,0.002903482,0.005541338,0.00252226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05143306,0.01448155,0.5951764,0.001098805,0.001710489,0.00009435102,0.0009452507,0.001968644,0.004811609,0.0005409752,0.003475737,0.3242631],"study_design_scores_gemma":[0.01013501,0.1341801,0.8398259,0.0005674062,0.001402365,0.0002317787,0.0003999577,0.005128237,0.00415557,0.0002731584,0.003646876,0.00005369115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939868,0.002170006,0.0009699531,0.001100757,0.00006450192,0.0002784689,0.0002035467,0.00006045992,0.001165511],"genre_scores_gemma":[0.9975976,0.0004326169,0.0009413346,0.0004510166,0.00007309124,0.0001435308,0.0002370617,0.000005341871,0.000118338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03427759,"threshold_uncertainty_score":0.1812794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07014237867864358,"score_gpt":0.4020928127562252,"score_spread":0.3319504340775816,"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."}}