{"id":"W4233201458","doi":"10.1038/modpathol.2014.28","title":"Quality Assurance","year":2014,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Medicine; MALT lymphoma; Pathology; KRAS; Adenocarcinoma; Lymphoma; Mucosa-associated lymphoid tissue; Lung; Lymphoproliferative disorders; Internal medicine; Cancer; Colorectal cancer","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":[0.0001846459,0.00007912605,0.0002302596,0.0000235637,0.00003187335,0.000003896504,0.00003461576,0.000069851,0.00004973195],"category_scores_gemma":[0.0001034676,0.00006038158,0.00006165533,0.00002835114,0.00004103721,0.00001652662,0.00001860304,0.00004240724,0.0002166131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003498315,"about_ca_system_score_gemma":0.00002245465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001819052,"about_ca_topic_score_gemma":0.00001685086,"domain_scores_codex":[0.9993209,0.00008211427,0.0001347124,0.0002146881,0.00008821062,0.0001593615],"domain_scores_gemma":[0.9994696,0.00008894523,0.00003684707,0.0003083443,0.00003138526,0.00006488851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008846915,0.0006202552,0.8043728,0.00004665898,0.00004282733,0.0002692285,0.0003218719,0.00001292344,0.007916241,0.007885371,0.001599949,0.1768234],"study_design_scores_gemma":[0.0018881,0.0002105021,0.9820555,0.00001072907,0.00002780752,0.0001971132,0.000004200867,0.0004887034,0.002090933,0.003829808,0.009121376,0.00007519254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655274,0.0002323865,0.007485243,0.001976463,0.0001200162,0.0001062097,0.000004226539,0.00006366618,0.02448438],"genre_scores_gemma":[0.9958838,0.00002205284,0.001570545,0.001766923,0.00007993744,0.00003509404,0.000012575,0.000008521394,0.0006205087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1776827,"threshold_uncertainty_score":0.2784196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02669877682502042,"score_gpt":0.3116424335759171,"score_spread":0.2849436567508967,"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."}}