{"id":"W2016783244","doi":"10.1182/blood-2013-11-536359","title":"Gene expression signatures delineate biological and prognostic subgroups in peripheral T-cell lymphoma","year":2014,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":540,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"National Cancer Institute; China Scholarship Council; Center for Clinical and Translational Research; University of Nebraska Medical Center; Lymphoma Research Foundation","keywords":"Lymphoma; Gene expression; Peripheral T-cell lymphoma; Biology; Gene expression profiling; Cancer research; Medicine; Gene; Pathology; Immunology; T cell; Genetics; Immune system","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":[0.0002530541,0.0001182099,0.0002646849,0.0009959242,0.0001337585,0.0004295396,0.0001207388,0.0002448869,0.0003917067],"category_scores_gemma":[0.0009261046,0.00009592461,0.0001196337,0.0007115615,0.0003080495,0.0001931456,0.0002704794,0.0001402191,0.0001645848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001934434,"about_ca_system_score_gemma":0.0001045334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005892927,"about_ca_topic_score_gemma":0.0005950068,"domain_scores_codex":[0.9998131,0.00003787298,0.00002111136,0.000038561,0.00003875145,0.00005063878],"domain_scores_gemma":[0.9996897,0.0001002359,0.0001007267,0.00002204003,0.00003779301,0.00004957041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009962921,0.00004064843,0.9515128,0.00002681756,0.00004887799,0.0003530174,0.0002433926,0.0002762148,0.0324989,0.000062022,0.0001277992,0.01381322],"study_design_scores_gemma":[0.00002267167,0.000178593,0.9938532,0.000005937553,0.00004013599,0.001228973,0.0003526988,0.001482502,0.002281721,0.0002220539,0.0003248684,0.000006607214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999558,0.000178579,0.00008368975,0.000009168814,8.722414e-7,0.000002201857,0.00004337306,0.000003107883,0.0001210104],"genre_scores_gemma":[0.9996341,0.00005226667,0.0001054142,0.000007544996,0.000003971336,0.000004435592,0.0001454071,0.00000123764,0.00004557232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009959242,"threshold_uncertainty_score":0.00140357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183315777556138,"score_gpt":0.2298798830586328,"score_spread":0.2180467252830714,"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."}}