{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000308473,0.0001029793,0.0003070501,0.00006111264,0.0000789358,0.000002570292,0.000105647,0.0001388901,0.0001479532],"category_scores_gemma":[0.0003479249,0.0000890778,0.00007910089,0.0001033439,0.0002693963,0.00003606929,0.00006750233,0.0002099595,0.0004409474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001687031,"about_ca_system_score_gemma":0.002309075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009483243,"about_ca_topic_score_gemma":0.00002045576,"domain_scores_codex":[0.9986624,0.0001145424,0.0002246438,0.0003298397,0.0002973336,0.0003712175],"domain_scores_gemma":[0.9990513,0.0001366434,0.00003985782,0.0005516135,0.00009188453,0.0001287077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004327436,0.002698312,0.3061031,0.001414296,0.0004362848,0.1076391,0.01582556,0.0005750287,0.3928443,0.007293351,0.05677838,0.1040648],"study_design_scores_gemma":[0.0632331,0.001102519,0.7501814,0.00009656874,0.00006934108,0.08042694,0.00009806195,0.04510943,0.02249509,0.008063398,0.02818567,0.0009384221],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712301,0.0005081656,0.007934169,0.0006668792,0.0001023305,0.0001827255,0.000004972309,0.0001009953,0.01926966],"genre_scores_gemma":[0.9916354,0.0001198598,0.001703424,0.0008076004,0.0001245676,0.00002503546,0.00001123657,0.00002005506,0.005552792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4440784,"threshold_uncertainty_score":0.5667633,"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."}}