{"id":"W4232213056","doi":"10.1038/sj.labinvest.3700743","title":"Quality Assurance","year":2008,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; BC Cancer Agency; Royal Columbian Hospital","funders":"","keywords":"Quality assurance; 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":[],"consensus_categories":[],"category_scores_codex":[0.1117209,0.001151058,0.001194699,0.006816307,0.002871137,0.008768518,0.003929197,0.001815866,0.04571313],"category_scores_gemma":[0.1633272,0.00113771,0.001162561,0.005575421,0.002413114,0.002726342,0.00393958,0.002404237,0.01837351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006357091,"about_ca_system_score_gemma":0.02544702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00968973,"about_ca_topic_score_gemma":0.006476246,"domain_scores_codex":[0.8598494,0.05299557,0.01905667,0.0137732,0.04991748,0.004407675],"domain_scores_gemma":[0.6263489,0.04781672,0.01963267,0.07745861,0.2227826,0.005960582],"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":[0.00119431,0.0008482342,0.03452535,0.002397381,0.000241552,0.0003139086,0.003605346,0.001574193,0.01684159,0.03040461,0.1603182,0.7477355],"study_design_scores_gemma":[0.0003400704,0.0008099833,0.03729026,0.001346183,0.000192005,0.0008301528,0.001016905,0.005364117,0.02984797,0.008443831,0.9144001,0.0001183772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.03586235,0.006021798,0.6860161,0.0180604,0.003823045,0.03933425,0.01506621,0.01395476,0.1818611],"genre_scores_gemma":[0.2374137,0.003499553,0.567363,0.0137438,0.002296808,0.02545535,0.02805939,0.003490475,0.1186779],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1117209,"threshold_uncertainty_score":0.5908437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05655767378807126,"score_gpt":0.3313211193885154,"score_spread":0.2747634456004442,"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."}}