{"id":"W7125713020","doi":"10.17116/labs20251404133","title":"Recommendations for the integration of standardized quality indicators for glucose point-of-care testing","year":2025,"lang":"en","type":"article","venue":"Laboratory Service","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Newfoundland and Labrador Centre for Applied Health Research; University of Calgary; Government of Newfoundland and Labrador; Memorial University of Newfoundland; Université de Montréal; University of Toronto; Western University; Saskatchewan Health Authority; Queen's University; University of British Columbia; Vitalité Health Network; University of Alberta; William Osler Health System; Health Sciences Centre; University Health Network; Canadian Electricity Association; University of Ottawa","funders":"","keywords":"Standardization; Quality assurance; Point-of-care testing; Quality (philosophy); Process (computing); Quality management; Medical laboratory; MEDLINE; Quality assessment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.1462272,0.003512166,0.002557143,0.01480078,0.003666689,0.007298195,0.01295983,0.01117855,0.01377296],"category_scores_gemma":[0.2615747,0.002314724,0.007522028,0.01472933,0.003107699,0.005483241,0.006107199,0.01501469,0.009202911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02110776,"about_ca_system_score_gemma":0.1525004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.13965,"about_ca_topic_score_gemma":0.1185537,"domain_scores_codex":[0.8534255,0.05919389,0.02679883,0.00381881,0.04996679,0.006796204],"domain_scores_gemma":[0.5090263,0.1040006,0.02793204,0.01422714,0.3268215,0.01799232],"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":[0.0002640029,0.001261242,0.009377822,0.007025159,0.0002172573,0.0004795212,0.001828898,0.004556594,0.001550138,0.01726324,0.7319215,0.2242547],"study_design_scores_gemma":[0.0008634722,0.000694482,0.03340111,0.0378222,0.0007248836,0.0006160497,0.004257774,0.006686809,0.003240991,0.01824362,0.892865,0.0005836369],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.008174057,0.02874663,0.2511443,0.4862808,0.02384827,0.04731523,0.02210689,0.007767509,0.1246164],"genre_scores_gemma":[0.01608107,0.01578764,0.8643866,0.04406811,0.0011389,0.02133742,0.01503406,0.0007887163,0.02137757],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1462272,"threshold_uncertainty_score":0.7733328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1038282150717224,"score_gpt":0.4417143794171677,"score_spread":0.3378861643454453,"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."}}