{"id":"W4205109036","doi":"10.1038/labinvest.2013.36","title":"Quality Assurance","year":2013,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"University of Texas MD Anderson Cancer Center","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08399729,0.0009995007,0.0009969111,0.005380351,0.002334385,0.008459643,0.003317756,0.001696022,0.05322338],"category_scores_gemma":[0.1458172,0.001002152,0.0009962047,0.004348148,0.002051496,0.002812104,0.004051676,0.002381635,0.02065417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006044072,"about_ca_system_score_gemma":0.02161193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008601687,"about_ca_topic_score_gemma":0.005215264,"domain_scores_codex":[0.8968576,0.03657907,0.01256262,0.01157129,0.03877928,0.003650092],"domain_scores_gemma":[0.6676866,0.04670815,0.01714735,0.06792903,0.194431,0.006097855],"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":[0.00100064,0.0006228757,0.02825122,0.001866414,0.0002051401,0.0003002547,0.003075111,0.001790636,0.0138932,0.03297683,0.2004182,0.7155994],"study_design_scores_gemma":[0.0002522605,0.000525536,0.02674697,0.001021823,0.0001218252,0.0006647974,0.0007873836,0.005733795,0.02143253,0.00990642,0.9327013,0.0001053374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03304387,0.0052197,0.6562793,0.02338562,0.00395753,0.02345936,0.01458863,0.01810228,0.2219637],"genre_scores_gemma":[0.2758068,0.003065956,0.5150641,0.01726214,0.002438621,0.01591737,0.02744222,0.004613048,0.1383897],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08399729,"threshold_uncertainty_score":0.4442255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02067868038367658,"score_gpt":0.3277490830816738,"score_spread":0.3070704026979972,"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."}}