{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1115841,0.001769267,0.00275125,0.00847687,0.001969989,0.008935611,0.004975523,0.00330563,0.002756117],"category_scores_gemma":[0.1691897,0.00100237,0.001449826,0.004914027,0.004811391,0.005980718,0.00710706,0.00690981,0.002672332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004806576,"about_ca_system_score_gemma":0.01017728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007730262,"about_ca_topic_score_gemma":0.007404279,"domain_scores_codex":[0.8959491,0.03344045,0.01079533,0.00901226,0.04913602,0.001666821],"domain_scores_gemma":[0.818177,0.05847877,0.009478038,0.03502173,0.0777096,0.001135006],"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":[0.000465773,0.0002278218,0.01922413,0.004704602,0.0003604614,0.0008879337,0.004411856,0.00375723,0.03805009,0.09039321,0.07482909,0.7626877],"study_design_scores_gemma":[0.0001634114,0.0008469566,0.01348235,0.003942282,0.0005489181,0.002003546,0.001246649,0.01374201,0.08108618,0.06414098,0.8184582,0.0003385663],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.02283198,0.06686577,0.8352818,0.02959714,0.01432444,0.001270785,0.002768509,0.006160737,0.02089875],"genre_scores_gemma":[0.1332525,0.01826831,0.8081282,0.01861311,0.004217883,0.001275975,0.005433599,0.00228812,0.00852245],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1115841,"threshold_uncertainty_score":0.59012,"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."}}