{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004364698,0.00005803784,0.0001378094,0.00002302848,0.00003411207,0.000005409074,0.00002604356,0.00004819281,0.000337087],"category_scores_gemma":[0.0000304292,0.00004436725,0.00003698446,0.00003341741,0.00003538502,0.00004323261,0.00001061813,0.00005423648,0.000454286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003460819,"about_ca_system_score_gemma":0.00004551725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009572299,"about_ca_topic_score_gemma":0.00001684777,"domain_scores_codex":[0.9995165,0.00002883698,0.0001092146,0.0001522839,0.00006205686,0.0001310759],"domain_scores_gemma":[0.9996292,0.00002690135,0.00002821503,0.0002020229,0.00005909538,0.00005453855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007427695,0.0008436965,0.5711809,0.0001429246,0.0002639249,0.0003971246,0.003874155,0.00005827707,0.0964441,0.004865863,0.01840249,0.3034523],"study_design_scores_gemma":[0.001217464,0.0001127582,0.9866444,0.000008974719,0.00004590038,0.0001360525,0.00003996979,0.0003154422,0.0005278175,0.007581232,0.003291607,0.00007841841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9523883,0.0003334335,0.009569641,0.003492437,0.0001272415,0.0002795152,0.000007347157,0.00006714649,0.03373492],"genre_scores_gemma":[0.9910421,0.00001339696,0.002645733,0.001348173,0.0000468488,0.0001068813,0.00001945402,0.000008455259,0.004768933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4154635,"threshold_uncertainty_score":0.583908,"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."}}