{"id":"W2281579750","doi":"10.1309/ajcpyxdaus2f8xjy","title":"Inappropriate Repeats of Six Common Tests in a Canadian City: A Population Cohort Study Within a Laboratory Informatics Framework","year":2015,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Calgary Laboratory Services; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Population; Cohort; Test (biology); Cohort study; Demography; Family medicine; Internal medicine; Environmental health; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0174223,0.0001696296,0.002037987,0.0003188648,0.00002665319,0.00001449666,0.0002090202,0.0002424988,0.00001403058],"category_scores_gemma":[0.03872924,0.000135808,0.0001677718,0.0007979862,0.0003750421,0.0002069444,0.00004830703,0.001671833,0.000006281672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001392734,"about_ca_system_score_gemma":0.002025262,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02090922,"about_ca_topic_score_gemma":0.0598899,"domain_scores_codex":[0.9925086,0.002081913,0.004398176,0.0001872765,0.0005164233,0.0003076137],"domain_scores_gemma":[0.9905849,0.00262994,0.004267314,0.0005211195,0.001046237,0.0009505596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001731007,0.0009906326,0.987551,0.00001475146,0.0001335521,0.0006478549,0.002018198,0.00004952849,0.000003546717,0.0001020115,0.00004330751,0.006714548],"study_design_scores_gemma":[0.003373527,0.01009991,0.9802543,0.000143949,0.0002750498,0.0001149359,0.004287662,0.0002113249,0.000001098276,0.0005425644,0.0005712847,0.0001244028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969255,0.00005787321,0.00005017587,0.001819398,0.0004881633,0.0004743015,0.00001509514,0.000008732864,0.0001607907],"genre_scores_gemma":[0.9910905,0.00002907324,0.005307361,0.003281674,0.0002587385,0.000005267464,0.000005017691,0.00001733502,0.000005056744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03898068,"threshold_uncertainty_score":0.9856106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08063071823585163,"score_gpt":0.4522380180188257,"score_spread":0.371607299782974,"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."}}