{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002064006,0.0005833877,0.0005258757,0.002080767,0.003296843,0.001598943,0.001480601,0.0006550271,0.0008161071],"category_scores_gemma":[0.004421564,0.0005404797,0.0007645877,0.003805448,0.001119588,0.0005627622,0.001367017,0.0009818452,0.0001171319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01617909,"about_ca_system_score_gemma":0.02103499,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9469147,"about_ca_topic_score_gemma":0.9595083,"domain_scores_codex":[0.9977496,0.0002378152,0.000121339,0.0005135551,0.0008056887,0.0005719409],"domain_scores_gemma":[0.9972836,0.0002336659,0.0008680146,0.0002626339,0.0008913153,0.0004608718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000341175,0.00002778608,0.9985038,0.00000503932,0.00002506464,0.00006283434,0.000240595,0.0000684156,0.0000841166,0.00004296513,0.0001307516,0.0007745649],"study_design_scores_gemma":[0.000008111233,0.00005509808,0.9983552,0.000008102118,0.00003078,0.0001229187,0.0005447289,0.0005850758,0.00005319352,0.00002726099,0.0001973528,0.00001216859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984694,0.00007618864,0.0002194818,0.00008453332,0.000002955152,0.0000585701,0.0005879014,0.000006595543,0.000494375],"genre_scores_gemma":[0.9988987,0.00007155866,0.0004067728,0.00006596249,0.000004270342,0.00001668028,0.0004316989,0.000003423886,0.0001009159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05308527,"threshold_uncertainty_score":0.1173881,"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."}}