{"id":"W1994372389","doi":"10.1097/pas.0000000000000188","title":"Diagnostic Accuracy of a Defined Immunophenotypic and Molecular Genetic Approach for Peripheral T/NK-cell Lymphomas","year":2014,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"National Cancer Institute; National Comprehensive Cancer Network; Case Comprehensive Cancer Center, Case Western Reserve University","keywords":"Medical diagnosis; Medicine; Lymphoma; Peripheral T-cell lymphoma; H&E stain; Pathology; Immunohistochemistry; Gene rearrangement; Not Otherwise Specified; Oncology; Gene; Immunology; T cell; Biology","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":[0.03110671,0.0004352338,0.0005756851,0.00444653,0.0006335259,0.002206171,0.001311051,0.0007673608,0.0008375954],"category_scores_gemma":[0.05042969,0.0004209547,0.0005794786,0.001705308,0.0009637029,0.001395451,0.00165677,0.0005156125,0.0003921008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001062766,"about_ca_system_score_gemma":0.001221064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002478596,"about_ca_topic_score_gemma":0.006243365,"domain_scores_codex":[0.9733037,0.01139366,0.00599719,0.002470759,0.005965986,0.0008687262],"domain_scores_gemma":[0.9559787,0.01472334,0.006035719,0.005338612,0.0167003,0.001223367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001409396,0.0001091372,0.880168,0.0002620016,0.0002569397,0.0004976836,0.0007454647,0.001807261,0.02111212,0.0005213616,0.0008994204,0.09221128],"study_design_scores_gemma":[0.0001593977,0.001888912,0.9302334,0.0003349672,0.0005711691,0.005807112,0.001630716,0.02708188,0.02413071,0.001845549,0.006155331,0.0001608151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9552599,0.00653948,0.02814793,0.0007364556,0.0001512248,0.0004488214,0.0003793068,0.000245118,0.008091736],"genre_scores_gemma":[0.9712336,0.000545298,0.0274478,0.0002107777,0.00003523732,0.00005001436,0.0002553321,0.00001996689,0.0002018884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03110671,"threshold_uncertainty_score":0.16451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00834235410707016,"score_gpt":0.2444714169538726,"score_spread":0.2361290628468025,"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."}}