{"id":"W4232330966","doi":"10.1038/sj.modpathol.3801047","title":"Quality Assurance","year":2008,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; Royal Columbian Hospital; Vancouver General Hospital","funders":"","keywords":"Quality assurance; Medical physics; Medicine; Pathology; External quality assessment","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.07698841,0.0009432862,0.0008394479,0.005758876,0.002823777,0.008963541,0.003231803,0.001634372,0.04474539],"category_scores_gemma":[0.1165892,0.0009174288,0.0009606997,0.004845775,0.002128322,0.003290819,0.004384734,0.002173796,0.01772815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006017994,"about_ca_system_score_gemma":0.01986936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00804869,"about_ca_topic_score_gemma":0.005189742,"domain_scores_codex":[0.9069634,0.02903062,0.01050017,0.01021877,0.04015238,0.00313462],"domain_scores_gemma":[0.7250417,0.03378134,0.01349321,0.05907529,0.1641413,0.00446728],"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":[0.000659655,0.0005265981,0.02313936,0.001564554,0.0001387026,0.0002898286,0.003671342,0.001963611,0.01720051,0.04599356,0.1213692,0.7834831],"study_design_scores_gemma":[0.0001952284,0.000632239,0.02520522,0.0009547453,0.000124621,0.00102174,0.001242163,0.006847429,0.03598211,0.01430852,0.9133677,0.0001183353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02993043,0.003939612,0.7239833,0.01283005,0.002353561,0.01553114,0.007528335,0.01270704,0.1911965],"genre_scores_gemma":[0.2629089,0.002513231,0.5630373,0.007690018,0.001389815,0.009139004,0.01948537,0.003225016,0.1306114],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9552546,"threshold_uncertainty_score":0.4071585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07106120806468168,"score_gpt":0.3614786947428827,"score_spread":0.2904174866782011,"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."}}