{"id":"W4231688435","doi":"10.1038/labinvest.2014.37","title":"Quality Assurance","year":2014,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","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":[0.000233551,0.00007569206,0.0001347757,0.0000263655,0.00004807994,0.00001380014,0.00002443084,0.00004984438,0.00003445637],"category_scores_gemma":[0.0002867093,0.00006306975,0.0000264107,0.0001696096,0.00005335337,0.00008178846,0.000005784672,0.00003796603,0.000172254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006947148,"about_ca_system_score_gemma":0.0001135539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002583142,"about_ca_topic_score_gemma":0.00001362278,"domain_scores_codex":[0.9993452,0.00008791858,0.0001553606,0.0001507461,0.0001667065,0.00009404399],"domain_scores_gemma":[0.9993874,0.00007578178,0.00006593613,0.0002199196,0.0001266552,0.0001242881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001298837,0.00007600112,0.9542853,0.00005848694,0.00002400184,0.000003154687,0.0001254347,0.000004177793,0.01656314,0.02075391,0.004969311,0.003124146],"study_design_scores_gemma":[0.00091731,0.00007865973,0.918635,0.00004012748,0.00002288984,0.000001556676,0.00001256419,0.00006493073,0.04997693,0.001125523,0.02905333,0.00007122884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927006,0.00009136583,0.00009752213,0.002301947,0.0001161239,0.0001306711,0.000008420783,0.00009025185,0.004463093],"genre_scores_gemma":[0.9943117,0.000008763011,0.001887316,0.003459751,0.0001359788,0.00003510441,0.00004007748,0.00000777537,0.0001135084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03565031,"threshold_uncertainty_score":0.257191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02121284094499509,"score_gpt":0.2859914725498682,"score_spread":0.2647786316048731,"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."}}