{"id":"W2408317747","doi":"10.1373/clinchem.2016.258129","title":"Demystifying Reference Sample Quality Control","year":2016,"lang":"en","type":"letter","venue":"Clinical Chemistry","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Beckman Coulter Foundation","keywords":"Quality (philosophy); Sample (material); Control (management); Control sample; Computer science; Chromatography; Chemistry; Food science; Philosophy; Artificial intelligence; Epistemology","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","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004136474,0.0005735544,0.002339136,0.00002261834,0.0001110035,0.00007292713,0.000506382,0.003946998,0.003645784],"category_scores_gemma":[0.04704222,0.0004195637,0.0009338678,0.0001152092,0.0005094986,0.00009861082,0.0001358604,0.007209704,0.0006264454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304734,"about_ca_system_score_gemma":0.0008147535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002878994,"about_ca_topic_score_gemma":0.000001767448,"domain_scores_codex":[0.9931698,0.0007596035,0.003091206,0.001383843,0.000810176,0.0007854156],"domain_scores_gemma":[0.9587634,0.03650797,0.00162116,0.001937742,0.0006233451,0.0005464462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009772192,0.0002090163,0.02462083,0.001568777,0.0006447493,0.0004151006,0.000002984952,2.604099e-8,0.0004926552,0.00004204744,0.9608088,0.01021785],"study_design_scores_gemma":[0.005270313,0.0001275321,0.001160615,0.0006030574,0.0007321305,0.00001842139,0.000006317804,0.000008074303,0.0001007215,0.0006135092,0.9908068,0.0005525376],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004373439,0.0004276083,0.000487194,0.9830341,0.0007384812,0.0004824889,0.001502221,0.0002484591,0.00870602],"genre_scores_gemma":[0.0255387,0.000286671,0.0004495742,0.9321544,0.02944206,0.0000587176,0.0007136207,0.0001043347,0.01125199],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05087975,"threshold_uncertainty_score":0.9998256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2750146893771389,"score_gpt":0.4976556790354288,"score_spread":0.2226409896582899,"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."}}