{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01273535,0.000281496,0.000340066,0.0004585226,0.000617416,0.00137729,0.0007841524,0.0006580141,0.002039324],"category_scores_gemma":[0.04937227,0.0002909712,0.0006515405,0.0005279187,0.0005525218,0.0009584649,0.001027063,0.0009645563,0.0003561489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001339879,"about_ca_system_score_gemma":0.00191786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005274995,"about_ca_topic_score_gemma":0.004120917,"domain_scores_codex":[0.9924281,0.005010155,0.0003135321,0.0009285167,0.0007668761,0.0005528676],"domain_scores_gemma":[0.9667011,0.01922478,0.007631748,0.00177609,0.002581853,0.002084398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009292678,0.0003733233,0.9872407,0.00002753592,0.00007294521,0.0001242952,0.0008269998,0.0008214422,0.000204625,0.00007815445,0.0003268763,0.008973874],"study_design_scores_gemma":[0.0001241905,0.003970965,0.9779207,0.00004585554,0.0001216623,0.0005461528,0.002325809,0.01243218,0.001166468,0.0002322126,0.001077713,0.00003608433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990934,0.00004218425,0.0003185257,0.0001115483,0.000004979271,0.00003395524,0.0001418624,0.000007598942,0.000245793],"genre_scores_gemma":[0.9987343,0.0000316542,0.0009394761,0.00003719113,0.000005705861,0.0000479335,0.0001209954,0.000003488954,0.00007926463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01273535,"threshold_uncertainty_score":0.06735176,"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."}}