{"id":"W2011306323","doi":"10.1016/j.transci.2013.05.029","title":"Relapsed and refractory aggressive NHL: Time for a change","year":2013,"lang":"en","type":"review","venue":"Transfusion and Apheresis Science","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Refractory (planetary science); Oncology; Salvage therapy; Lymphoma; Disease; Chemotherapy; Autologous stem-cell transplantation; Standard of care; Internal medicine; Transplantation; Aggressive lymphoma; Intensive care medicine; Rituximab; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002226935,0.0003119677,0.0009744884,0.0001742958,0.0002829994,0.00007409046,0.0001141276,0.000174633,0.0002417153],"category_scores_gemma":[0.00006402403,0.0001895903,0.0001856793,0.0003014992,0.0004089788,0.000155518,0.00003960459,0.00009796411,0.00004758901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007774944,"about_ca_system_score_gemma":0.0002310453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000843052,"about_ca_topic_score_gemma":0.000007681325,"domain_scores_codex":[0.9984386,0.00003308045,0.0002788271,0.000653516,0.0002888714,0.0003070988],"domain_scores_gemma":[0.9989501,0.0002039081,0.0001780083,0.000265987,0.00008013791,0.0003218373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001640601,0.0001267976,0.000016104,0.003154788,0.00002946834,0.0000157072,0.0001419647,7.794478e-10,0.00006934747,0.00005188178,0.0006239422,0.9957536],"study_design_scores_gemma":[0.001607243,0.000578641,0.0005293322,0.01350003,0.0009802709,0.0001460377,0.00003172095,0.00001737566,0.00003887656,0.00002225966,0.9822606,0.0002875753],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002531447,0.9936818,0.000002607519,0.0002118136,0.00008773926,0.00264772,0.00004873214,0.00003632125,0.000751841],"genre_scores_gemma":[0.0001687341,0.9973551,0.0004441232,0.0001505386,0.00008682344,0.0007576844,0.00001910781,0.00002450994,0.0009933991],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.995466,"threshold_uncertainty_score":0.773127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07898060678497817,"score_gpt":0.3551035060501324,"score_spread":0.2761228992651542,"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."}}