{"id":"W4380928266","doi":"10.1515/cclm-2023-0492","title":"Quality standards and internal quality control practices in medical laboratories: an IFCC global survey of member societies","year":2023,"lang":"en","type":"article","venue":"Clinical Chemistry and Laboratory Medicine (CCLM)","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Electricity Association; Agricultural Research Institute of Ontario; University of Ottawa","funders":"","keywords":"Accreditation; Total quality management; Quality (philosophy); Quality management; External quality assessment; Medicine; Medical laboratory; Quality management system; Operations management; Medical education; Nursing; Management system; Engineering","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01061156,0.0002318466,0.0003187335,0.002311507,0.0005302982,0.001266224,0.0006623709,0.0009697903,0.001337369],"category_scores_gemma":[0.02770824,0.000324964,0.0003907815,0.004193424,0.001025571,0.001323153,0.001597035,0.000611275,0.0003468019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001395926,"about_ca_system_score_gemma":0.001588426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007580125,"about_ca_topic_score_gemma":0.004127485,"domain_scores_codex":[0.9899729,0.004736775,0.001684497,0.0006997624,0.002202086,0.0007038681],"domain_scores_gemma":[0.9550203,0.008221714,0.02615058,0.00202646,0.0054535,0.003127455],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004294033,0.00002875971,0.9913463,0.00006325686,0.00002718639,0.00004227634,0.001795536,0.00008392017,0.0001427879,0.00005735151,0.001218133,0.005151391],"study_design_scores_gemma":[0.00000441463,0.00007705991,0.9958647,0.0000573113,0.00000943843,0.0001194686,0.002039829,0.0001418472,0.00006513175,0.00001578833,0.001598076,0.000006954347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938295,0.001450532,0.0002672347,0.001658743,0.00001713359,0.00005089556,0.0006163048,0.00002466962,0.002084945],"genre_scores_gemma":[0.9981335,0.0006317563,0.0002491366,0.0002960986,0.00001825195,0.00004304035,0.0004662997,0.000006862991,0.0001551529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9893885,"threshold_uncertainty_score":0.05611992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1903709771840156,"score_gpt":0.5493349136737711,"score_spread":0.3589639364897554,"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."}}