{"id":"W2071725659","doi":"10.1097/01.poc.0000189934.73342.ml","title":"External Quality Assessment in the Quality Management of POCT","year":2005,"lang":"en","type":"article","venue":"Point of Care The Journal of Near-Patient Testing & Technology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Calgary Laboratory Services","funders":"","keywords":"Point-of-care testing; External quality assessment; Medicine; Quality (philosophy); Emergency medicine; Medical emergency; Test (biology); Quality assessment; Operations management; Intensive care medicine; Engineering; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.4732643,0.001273772,0.002553691,0.007799628,0.002235957,0.01106571,0.003091866,0.001679631,0.001107363],"category_scores_gemma":[0.545154,0.0006318144,0.001333437,0.010652,0.004119261,0.003451325,0.00704368,0.002869599,0.0003548377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01546501,"about_ca_system_score_gemma":0.02917371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01682315,"about_ca_topic_score_gemma":0.006554475,"domain_scores_codex":[0.4406517,0.4112574,0.05413573,0.01223217,0.07689703,0.004825976],"domain_scores_gemma":[0.3122923,0.3651844,0.1046943,0.03589096,0.1740704,0.00786762],"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":[0.001269179,0.0004546315,0.3451118,0.003629477,0.001474802,0.0001854612,0.007449338,0.009812606,0.0008484806,0.02259505,0.01958633,0.5875828],"study_design_scores_gemma":[0.001234157,0.004747917,0.652242,0.014603,0.001818785,0.0005856298,0.007391278,0.1016591,0.01171318,0.04908668,0.1543671,0.0005511945],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2335284,0.03160818,0.5959811,0.05525057,0.003445877,0.01597459,0.002937768,0.0016799,0.05959368],"genre_scores_gemma":[0.873624,0.003674779,0.1049362,0.006326024,0.001385345,0.005398109,0.001926046,0.0004165883,0.002312803],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4732643,"threshold_uncertainty_score":0.6495589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08605343088486335,"score_gpt":0.4286246719393278,"score_spread":0.3425712410544645,"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."}}