{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006064747,0.0001532447,0.0006872938,0.0001453154,0.00007051629,0.000012727,0.0004818557,0.0001180577,0.00002552863],"category_scores_gemma":[0.002604665,0.0000868827,0.0001811469,0.0005504802,0.000296874,0.0001087283,0.0001453725,0.0009758616,0.000001813231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390333,"about_ca_system_score_gemma":0.0001910302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001081442,"about_ca_topic_score_gemma":0.00003912135,"domain_scores_codex":[0.995751,0.0008678393,0.002165044,0.0001428056,0.0008429518,0.0002303824],"domain_scores_gemma":[0.9934245,0.002392325,0.002589149,0.0006225149,0.0009199983,0.00005154827],"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":[0.003208932,0.003365855,0.3674029,0.00138916,0.0006348126,0.0001588705,0.006966514,0.001003117,0.01688972,0.01508171,0.0001928156,0.5837056],"study_design_scores_gemma":[0.0088059,0.01092941,0.9143668,0.003008155,0.001170914,0.0004774636,0.04471691,0.000694832,0.004891402,0.004669371,0.005894871,0.0003739375],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784332,0.001276657,0.0005712044,0.01805994,0.0001011275,0.0004135752,0.000007524749,0.00001846321,0.001118326],"genre_scores_gemma":[0.9804083,0.00007726815,0.01883001,0.0006012815,0.00006154126,0.000004958339,7.726126e-7,0.00001024841,0.0000056177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5833317,"threshold_uncertainty_score":0.4239687,"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."}}