{"id":"W2342580007","doi":"10.1093/ajcp/aqw041","title":"Mean Abnormal Result Rate","year":2016,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Metric (unit); Statistics; Requisition; Test (biology); Mathematics; Medicine; Computer science; Biology; Operations management","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":[0.01716984,0.0006070252,0.001145149,0.005681253,0.000349703,0.001866133,0.001741215,0.0008198801,0.002858243],"category_scores_gemma":[0.07417236,0.0002003828,0.0009005179,0.004407547,0.0007445074,0.00189239,0.001090026,0.001118736,0.001576092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001623809,"about_ca_system_score_gemma":0.001519528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004192474,"about_ca_topic_score_gemma":0.003106686,"domain_scores_codex":[0.9752461,0.00681885,0.004552597,0.002559185,0.01017897,0.0006442255],"domain_scores_gemma":[0.8985491,0.03852811,0.03254464,0.005226884,0.02271455,0.002436754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000507299,0.00012005,0.8783493,0.0005718915,0.0005048964,0.0001592895,0.0002337012,0.006775266,0.001165534,0.003118027,0.01284936,0.09564541],"study_design_scores_gemma":[0.00008538757,0.001393827,0.9134945,0.0004191416,0.0003940419,0.004065187,0.0005421563,0.02915033,0.005883564,0.008600964,0.03577834,0.0001925806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6789122,0.01750162,0.1776714,0.006986438,0.0009338822,0.001438264,0.05407958,0.005021107,0.05745555],"genre_scores_gemma":[0.9562246,0.00162841,0.02903997,0.0005782802,0.0003716279,0.000374069,0.009917534,0.000144692,0.001720924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01716984,"threshold_uncertainty_score":0.09080386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08318240650497148,"score_gpt":0.4571769994691998,"score_spread":0.3739945929642283,"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."}}