{"id":"W4378980099","doi":"10.1200/edbk_390334","title":"Frontline Management of Nodal Peripheral T-Cell Lymphomas","year":2023,"lang":"en","type":"article","venue":"American Society of Clinical Oncology Educational Book","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Anaplastic large-cell lymphoma; Brentuximab vedotin; Vincristine; Medicine; Lymphoma; Oncology; BCL6; Internal medicine; CD30; Anthracycline; Peripheral T-cell lymphoma; CHOP; Cyclophosphamide; Cancer research; Chemotherapy; Immunology; T cell; B cell; Cancer; Breast cancer; 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":[0.0004545528,0.0001387332,0.0008305387,0.00003131455,0.00004430314,0.00000206487,0.0001205935,0.0001048305,0.0009125324],"category_scores_gemma":[0.00005214131,0.0001174094,0.0006935151,0.0002692673,0.000980488,0.00003494735,0.0000767739,0.0001036671,0.0001060321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002599341,"about_ca_system_score_gemma":0.001297379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00013097,"about_ca_topic_score_gemma":0.000001932356,"domain_scores_codex":[0.9981244,0.00007943507,0.0009438576,0.0003147009,0.0003192484,0.0002183135],"domain_scores_gemma":[0.9976392,0.001146619,0.0005631429,0.0002812548,0.0001852553,0.0001844799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004504612,0.009361713,0.4902997,0.0002120725,0.00144593,0.00001819659,0.0007509504,0.00002764232,0.0001392413,0.002155457,0.3080083,0.1871303],"study_design_scores_gemma":[0.003962978,0.001637032,0.7755665,0.00004581195,0.0003013442,0.000005806015,0.001685936,0.0001421586,0.0001584132,0.0001962165,0.2162048,0.00009300047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9002753,0.0005834962,0.00002601838,0.0537723,0.0004313995,0.0004425915,0.00002766028,0.00004258422,0.04439866],"genre_scores_gemma":[0.9214032,0.003751643,0.03015912,0.007422989,0.0004162262,0.0001282452,0.0001638646,0.00002186124,0.03653288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2852668,"threshold_uncertainty_score":0.999159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06167821673618624,"score_gpt":0.439364481551169,"score_spread":0.3776862648149828,"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."}}