{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009577511,0.0001475085,0.00143957,0.00009033031,0.00003653927,0.000009550629,0.0002082057,0.0001394779,0.0002735441],"category_scores_gemma":[0.02043747,0.00007905901,0.000537494,0.0001998387,0.001060597,0.0001818539,0.00004941175,0.000748046,0.0001550887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002174856,"about_ca_system_score_gemma":0.0004017695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005929446,"about_ca_topic_score_gemma":0.000007326194,"domain_scores_codex":[0.9944068,0.002015657,0.002722982,0.0002641365,0.0002789658,0.000311442],"domain_scores_gemma":[0.9867619,0.008838831,0.002672181,0.0004251862,0.0007222353,0.0005796756],"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":[0.01388718,0.0008687702,0.181779,0.000009857497,0.0003496285,0.003141417,0.0001043647,7.301884e-7,0.004317143,0.001808764,0.00269572,0.7910374],"study_design_scores_gemma":[0.01604791,0.0240357,0.6649721,0.0002066185,0.0006203317,0.002088465,0.0003653728,0.00001116822,0.0001877216,0.001121644,0.2900534,0.0002895876],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503035,0.0001159624,0.001566016,0.04580398,0.0008852424,0.00008739654,0.00001198896,0.00001739422,0.001208529],"genre_scores_gemma":[0.9806313,0.0006727194,0.002683664,0.01394765,0.001657426,0.000001127716,6.557154e-7,0.00001911274,0.0003863246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7907478,"threshold_uncertainty_score":0.9878138,"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."}}