{"id":"W4406049127","doi":"10.1515/cclm-2024-1291","title":"Behind the scenes of EQA – characteristics, capabilities, benefits and assets of external quality assessment (EQA): Part III – EQA samples","year":2025,"lang":"en","type":"review","venue":"Clinical Chemistry and Laboratory Medicine (CCLM)","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"External quality assessment; Quality assurance; Medical physics; Medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02472879,0.0006122692,0.001425047,0.002985055,0.0004563192,0.003661058,0.001154724,0.001340398,0.003740074],"category_scores_gemma":[0.03257551,0.0003944203,0.001588162,0.003359413,0.001635666,0.003446661,0.001484315,0.003471418,0.001926462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003182231,"about_ca_system_score_gemma":0.01055947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006408468,"about_ca_topic_score_gemma":0.005716167,"domain_scores_codex":[0.9843662,0.006882148,0.002470536,0.0007136955,0.005261415,0.0003059311],"domain_scores_gemma":[0.9775744,0.01054876,0.002107946,0.001047147,0.008359332,0.0003624329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001243866,0.00006507905,0.001872484,0.02776362,0.0003563031,0.00009465559,0.0003993767,0.0003379702,0.001112715,0.05134184,0.07379557,0.8427359],"study_design_scores_gemma":[0.00002618504,0.0001181302,0.004526646,0.02389451,0.0002189814,0.0005100718,0.0002578642,0.000135049,0.0009789158,0.00607938,0.9632192,0.0000350437],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001103129,0.9522778,0.006115881,0.02128769,0.001610239,0.0004294579,0.0009182649,0.0000717337,0.01618579],"genre_scores_gemma":[0.02472625,0.9251932,0.02574873,0.01384722,0.001539953,0.0009310704,0.001905957,0.000107314,0.006000339],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02472879,"threshold_uncertainty_score":0.1307799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1942576466865404,"score_gpt":0.4853605338260983,"score_spread":0.2911028871395579,"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."}}