{"id":"W2073426765","doi":"10.1002/cyto.b.20487","title":"QASI, an international quality management system for CD4 T‐cell enumeration focused to make a global difference","year":2009,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; National Research Council Institute for Biodiagnostics; Public Health Agency of Canada","funders":"","keywords":"Enumeration; Human immunodeficiency virus (HIV); Operations management; Quality (philosophy); Quality management system; Scale (ratio); External quality assessment; Coronavirus disease 2019 (COVID-19); Antiretroviral therapy; Management system; Business; Quality management; Computer science; Statistics; Operations research; Medicine; Mathematics; Viral load; Geography; Engineering; Disease; Immunology; Pathology; Cartography","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":[0.04018235,0.001118089,0.0007595754,0.005674668,0.00287109,0.003704431,0.003776052,0.0007246566,0.006516967],"category_scores_gemma":[0.02846707,0.0005639634,0.0008689744,0.006888069,0.001458862,0.001351392,0.002701154,0.00166907,0.002221339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01750764,"about_ca_system_score_gemma":0.07582369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.492473,"about_ca_topic_score_gemma":0.3945016,"domain_scores_codex":[0.9803638,0.005407111,0.00153507,0.001412535,0.01014809,0.00113338],"domain_scores_gemma":[0.9500131,0.003285002,0.004583433,0.00385437,0.03544107,0.002823097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001744952,0.0004375411,0.1110415,0.002146761,0.0003615787,0.00007808673,0.002904859,0.005925921,0.01608208,0.0211351,0.2337781,0.6043636],"study_design_scores_gemma":[0.0004934318,0.000943151,0.2160676,0.001122285,0.0004518483,0.0002523589,0.001094537,0.01676699,0.01745586,0.003499943,0.7416238,0.0002282369],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.139553,0.01799142,0.4812281,0.02319047,0.003592951,0.01781759,0.08690128,0.03563922,0.194086],"genre_scores_gemma":[0.360906,0.004583322,0.5279123,0.004487121,0.0006294165,0.005333977,0.06587966,0.001824195,0.02844398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.492473,"threshold_uncertainty_score":0.979213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08951182679996453,"score_gpt":0.4306904357987587,"score_spread":0.3411786089987942,"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."}}