{"id":"W2131122962","doi":"10.1182/asheducation-2005.1.267","title":"Aggressive Peripheral T-Cell Lymphomas (Specified and Unspecified Types)","year":2005,"lang":"en","type":"article","venue":"Hematology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Anaplastic large-cell lymphoma; Peripheral T-cell lymphoma; Lymphoma; Medicine; Oncology; Anaplastic lymphoma kinase; Disease; Internal medicine; Clinical trial; Gene expression profiling; T cell; Immunology; Biology; Gene; Gene expression; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003563726,0.0001692171,0.0003952594,0.00006225771,0.00006753332,0.00001267422,0.00004475188,0.0001313838,0.0008674044],"category_scores_gemma":[0.00002333249,0.0001318426,0.00006827865,0.00007013755,0.000105521,0.00003964866,0.00003834259,0.00005904978,0.0003148832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001135267,"about_ca_system_score_gemma":0.00007149631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000019445,"about_ca_topic_score_gemma":0.00002673318,"domain_scores_codex":[0.9990807,0.00002754358,0.0002088138,0.0003025863,0.0001090491,0.0002713537],"domain_scores_gemma":[0.9993872,0.00005851597,0.0001010232,0.0002468479,0.0000463123,0.0001601085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003255554,0.007662206,0.4780817,0.0006303464,0.001129228,0.01054218,0.005777535,0.00002514652,0.004882527,0.2182737,0.1248893,0.1448505],"study_design_scores_gemma":[0.04135025,0.00170319,0.3245204,0.0003611492,0.000720703,0.01996067,0.0008328226,0.0008456612,0.1328291,0.001415793,0.4743547,0.001105575],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9370161,0.009266494,0.00001526608,0.003951805,0.0001317043,0.0002676883,0.000004244376,0.00008062115,0.04926607],"genre_scores_gemma":[0.994282,0.0006093513,0.00141555,0.00100513,0.0001731841,0.00004376935,0.00001717894,0.00001990472,0.002433936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3494654,"threshold_uncertainty_score":0.949747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012780713742576,"score_gpt":0.2561542028661213,"score_spread":0.2433734891235453,"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."}}