{"id":"W4238034612","doi":"10.1038/modpathol.2013.25","title":"Quality Assurance","year":2013,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"University of Texas MD Anderson Cancer Center","keywords":"Quality assurance; Medical physics; Pathology; Medicine; 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":[0.05772473,0.0007698503,0.0006916932,0.0044453,0.002231032,0.008501413,0.002653072,0.001534925,0.05509287],"category_scores_gemma":[0.1065751,0.0007461268,0.0008140094,0.003923615,0.001779146,0.00339503,0.004030421,0.002166694,0.01978181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005904507,"about_ca_system_score_gemma":0.01723021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00796085,"about_ca_topic_score_gemma":0.004648233,"domain_scores_codex":[0.927865,0.02104586,0.006660203,0.008114357,0.03376758,0.002546958],"domain_scores_gemma":[0.762872,0.0328046,0.01133825,0.05061908,0.1378104,0.004555729],"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":[0.0005230409,0.0004245278,0.01683793,0.001182211,0.0001108475,0.0002216945,0.002750113,0.002311808,0.01068129,0.05730116,0.1610071,0.7466484],"study_design_scores_gemma":[0.0001597062,0.0004411797,0.01925859,0.000757815,0.0000776473,0.0006885323,0.0009408181,0.007673712,0.02031483,0.0185016,0.9310811,0.000104466],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0254653,0.003341356,0.6495588,0.01678972,0.002418792,0.009014996,0.007125188,0.01469385,0.271592],"genre_scores_gemma":[0.3066112,0.002281728,0.4849179,0.009712566,0.001539441,0.005685098,0.01883044,0.004065766,0.1663559],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05772473,"threshold_uncertainty_score":0.3052812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02600844852043886,"score_gpt":0.3603041481797382,"score_spread":0.3342956996592993,"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."}}