{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003429544,0.0000948193,0.0001756496,0.00006155289,0.0001115918,0.000008274805,0.00006696222,0.0000928649,0.00009354696],"category_scores_gemma":[0.0007792857,0.00008821268,0.00003364416,0.0005141656,0.0003034659,0.0001586916,0.00001919519,0.00016153,0.0003363188],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002474867,"about_ca_system_score_gemma":0.008122503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001233625,"about_ca_topic_score_gemma":0.00001574119,"domain_scores_codex":[0.9987295,0.0001127756,0.0002428114,0.0002210448,0.0004906615,0.0002031914],"domain_scores_gemma":[0.9989075,0.0001072679,0.00006841757,0.0003700989,0.0003223198,0.000224418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000354132,0.0002277992,0.4822342,0.0009194292,0.0001505353,0.0007724816,0.003571218,0.00009481017,0.402821,0.01155898,0.0960934,0.001202037],"study_design_scores_gemma":[0.01408161,0.0002102545,0.7006176,0.00016301,0.00003039388,0.0003003227,0.0001290404,0.002261991,0.2387282,0.001183816,0.04187636,0.0004173357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949746,0.0002069465,0.0001037978,0.0008218507,0.00010189,0.0002185676,0.00001026472,0.0001376754,0.003424438],"genre_scores_gemma":[0.9951347,0.00004812183,0.001990966,0.001628076,0.0001984453,0.00002639937,0.000035313,0.0000174063,0.000920582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2183835,"threshold_uncertainty_score":0.9975005,"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."}}