{"id":"W3096042125","doi":"10.1111/petr.13908","title":"Biomarker implementation: Evaluation of the decision‐making impact of CXCL10 testing in a pediatric cohort","year":2020,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Biopsy; Subclinical infection; Concordance; Urinary system; Cohort; Clinical decision making; Internal medicine; Urology; Intensive care medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004875668,0.0001564761,0.000284582,0.0002309919,0.00004173093,0.000007766874,0.00009181364,0.00006328038,0.0001607431],"category_scores_gemma":[0.0001237206,0.0001090203,0.0001938769,0.001476774,0.00001691021,0.0001340609,0.000007018795,0.0001004673,0.000003882148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009257561,"about_ca_system_score_gemma":0.0003941349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001374295,"about_ca_topic_score_gemma":0.00003952147,"domain_scores_codex":[0.9978884,0.0001243212,0.0007328594,0.0002364582,0.0008545558,0.000163427],"domain_scores_gemma":[0.9987693,0.0003723646,0.0003608358,0.0001379998,0.0002933744,0.00006614751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003867448,0.00008421479,0.9889425,0.0005841471,0.00005558007,0.000007754381,0.0008852984,0.001957071,0.0002569665,0.000007096408,0.000007736244,0.006824873],"study_design_scores_gemma":[0.004864187,0.0002005102,0.9892364,0.0001003719,0.002313622,0.00002477515,0.00003465897,0.002751033,0.0003269017,0.00006056434,1.806996e-7,0.00008677807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972951,0.0002532249,0.000737815,0.00006691996,0.00007860661,0.001055052,0.0001066077,0.00001673362,0.0003899033],"genre_scores_gemma":[0.9971762,0.0008860725,0.001684623,0.00003277908,0.00007521339,0.00003582987,0.00009246376,0.00001580207,0.000001009137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006738095,"threshold_uncertainty_score":0.4445718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07638992784356773,"score_gpt":0.3955489339646517,"score_spread":0.3191590061210839,"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."}}