{"id":"W2062498267","doi":"10.1016/s0009-9120(99)00081-8","title":"Laboratory standardization of a large international clinical trial: the DAIS experience","year":2000,"lang":"en","type":"article","venue":"Clinical Biochemistry","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of British Columbia; St. Paul's Hospital; Canadian Journal of Communication (Canada)","funders":"","keywords":"External quality assessment; Standardization; Medicine; Triglyceride; Harmonization; National Cholesterol Education Program; Total cholesterol; Accuracy and precision; Cholesterol; Computer science; Statistics; Diabetes mellitus; Internal medicine; Mathematics; Endocrinology; Metabolic syndrome","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00247356,0.0001283142,0.0005108502,0.00001492018,0.00005402879,0.00001994319,0.0002860865,0.0002775474,0.001285331],"category_scores_gemma":[0.003070198,0.00009127505,0.000627451,0.0001719106,0.0004641252,0.00004653809,0.00005898353,0.0003810731,0.00004354261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002474769,"about_ca_system_score_gemma":0.0002598827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001974488,"about_ca_topic_score_gemma":0.00000240473,"domain_scores_codex":[0.9976766,0.0001681317,0.001061606,0.0003996584,0.0005064579,0.0001875673],"domain_scores_gemma":[0.9982681,0.000295066,0.000189536,0.0008170804,0.0002659463,0.000164261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0252349,0.003893109,0.03467796,0.0001841784,0.001676045,0.00006224156,0.0003846113,0.000008135798,0.001201189,0.00005561662,0.0315675,0.9010545],"study_design_scores_gemma":[0.05092021,0.0007392148,0.03338949,0.0002207592,0.0003438942,0.000009793838,0.0003620072,0.0001067638,0.04058249,0.00005037606,0.8729883,0.0002866803],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922863,0.000730706,0.000260302,0.0006577159,0.0006734423,0.0003537375,0.000105487,0.0000490243,0.004883334],"genre_scores_gemma":[0.994765,0.0009252196,0.00034346,0.0009411215,0.001811429,0.00003453907,0.00008028604,0.00001771525,0.00108116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9007678,"threshold_uncertainty_score":0.9996276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03929967608478997,"score_gpt":0.4181074846966965,"score_spread":0.3788078086119065,"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."}}