{"id":"W3028443178","doi":"10.1007/s00769-020-01433-9","title":"Development of low and elevated level multivitamin and mineral supplement certified reference materials: VITA-1 and VITB-1","year":2020,"lang":"en","type":"article","venue":"Accreditation and Quality Assurance","topic":"Vitamin D Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Certified reference materials; Multivitamin; Analyte; Chemistry; Mathematics; Chromatography; Vitamin; Detection limit","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":[],"consensus_categories":[],"category_scores_codex":[0.0006484495,0.0001536815,0.0003939065,0.00005014904,0.0001082734,0.00003319242,0.00003461027,0.00006024464,0.0000206169],"category_scores_gemma":[0.0009398512,0.0001289024,0.0000101415,0.0001002952,0.0001983828,0.0001446859,0.0001059246,0.00009188597,0.000001248481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001584479,"about_ca_system_score_gemma":0.00006143595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006185814,"about_ca_topic_score_gemma":0.000103394,"domain_scores_codex":[0.9985936,0.0001406029,0.0004539818,0.0003312944,0.0002958591,0.0001846278],"domain_scores_gemma":[0.9991192,0.0003128668,0.0001339354,0.00009212176,0.000180764,0.0001611412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004079326,0.00007876123,0.02148814,0.002583858,0.0001289766,0.000005338581,0.01050488,3.674966e-7,0.9569432,0.0001996987,0.0008694472,0.00678947],"study_design_scores_gemma":[0.002442431,0.0001608186,0.897956,0.0001736958,0.00002197463,0.000003929074,0.002329425,0.0001207411,0.09577358,0.00002006751,0.0008507289,0.000146596],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993608,0.0003338871,0.0004846519,0.004942837,0.00003612132,0.0003790233,0.0001739021,0.00002067878,0.00002088909],"genre_scores_gemma":[0.9899907,0.0003364094,0.00917436,0.0002344649,0.00004219695,0.00003578522,0.00009799947,0.000009193489,0.00007889784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8764679,"threshold_uncertainty_score":0.5256487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1809419893154784,"score_gpt":0.3795725873741518,"score_spread":0.1986305980586734,"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."}}