{"id":"W4365138260","doi":"10.1515/cclm-2023-0147","title":"Establishing quality indicators for point of care glucose testing: recommendations from the Canadian Society for Clinical Chemists Point of Care Testing and Quality Indicators Special Interest Groups","year":2023,"lang":"en","type":"article","venue":"Clinical Chemistry and Laboratory Medicine (CCLM)","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont; Sunnybrook Health Science Centre; Health Sciences Centre; Calgary Laboratory Services; University of Calgary; University of Manitoba; University of Toronto; Memorial University of Newfoundland; William Osler Health System; Sinai Health System; University of British Columbia; Saint John Regional Hospital; London Health Sciences Centre; Saskatchewan Health Authority; Queen's University; Université de Montréal; Royal Columbian Hospital; Vitalité Health Network; University of Alberta; University Health Network; University of Ottawa; Dalhousie University; St. Paul's Hospital; Western University; Saskatchewan Health; Canadian Electricity Association","funders":"","keywords":"Point-of-care testing; Medicine; Quality assurance; Quality (philosophy); Glucose meter; Identification (biology); Emergency medicine; External quality assessment; Diabetes mellitus; Pathology","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":[0.1388455,0.003254455,0.002679289,0.01325298,0.008443543,0.009210245,0.01339838,0.005985381,0.002936713],"category_scores_gemma":[0.1451367,0.001382685,0.004507443,0.01400028,0.005869257,0.0039445,0.0076209,0.01348296,0.002053371],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0691476,"about_ca_system_score_gemma":0.4292695,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7768462,"about_ca_topic_score_gemma":0.7513322,"domain_scores_codex":[0.8772622,0.02909073,0.01617054,0.002932181,0.06566378,0.00888058],"domain_scores_gemma":[0.5367121,0.03261309,0.01740516,0.007797667,0.3805755,0.02489651],"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":[0.0002210118,0.0006168301,0.04219353,0.005623224,0.0002614567,0.000424356,0.003930179,0.003626313,0.001919839,0.02034306,0.6825517,0.2382885],"study_design_scores_gemma":[0.0004335621,0.0005657273,0.1369734,0.02089208,0.0004952538,0.0005009928,0.006489375,0.008514229,0.003039595,0.01301964,0.8084127,0.000663469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.00962454,0.03589354,0.08910344,0.7742289,0.009121887,0.0159527,0.006200886,0.002958538,0.0569156],"genre_scores_gemma":[0.08264874,0.043703,0.7602332,0.07374611,0.002014696,0.009337116,0.01325089,0.0007910946,0.01427513],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9308524,"threshold_uncertainty_score":0.7342942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2158965706692356,"score_gpt":0.4611072488651041,"score_spread":0.2452106781958685,"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."}}