{"id":"W2020789296","doi":"10.1182/blood-2014-05-577189","title":"Diffuse large B-cell lymphoma: optimizing outcome in the context of clinical and biologic heterogeneity","year":2014,"lang":"en","type":"review","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":558,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Diffuse large B-cell lymphoma; Context (archaeology); Lymphoma; Medicine; Ibrutinib; Cancer research; Internal medicine; Biology; Leukemia; Chronic lymphocytic leukemia","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":[0.001003276,0.0003372923,0.002810937,0.00008020472,0.00003514767,0.00001434892,0.0001803053,0.0003713658,0.00000497496],"category_scores_gemma":[0.0002051454,0.0001640371,0.0007115356,0.0001066946,0.0001104523,0.00001410144,0.0001133465,0.0001508205,0.00002126224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002302063,"about_ca_system_score_gemma":0.0001015787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003287754,"about_ca_topic_score_gemma":0.00001770416,"domain_scores_codex":[0.9974511,0.0004762177,0.001240912,0.0004181664,0.0001556937,0.0002578866],"domain_scores_gemma":[0.997907,0.0009322875,0.0004687502,0.0005692647,0.00002579554,0.00009694772],"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":[0.00002865427,0.04205003,0.3261175,0.01221092,0.000709403,0.0003477976,0.00009559177,6.146742e-9,2.147293e-7,0.0002074298,0.00009607309,0.6181363],"study_design_scores_gemma":[0.07196796,0.001264334,0.02315938,0.006363182,0.008479162,0.0004231962,0.00009510553,0.000003360059,0.00002059624,0.000007079179,0.8877751,0.000441539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1110181,0.8876392,9.354917e-7,0.00003316933,0.00008816643,0.0008429079,0.00006055397,0.00001298467,0.0003039754],"genre_scores_gemma":[0.1511137,0.8481392,0.0001427141,0.0002994765,0.0001007462,0.0001076574,0.00006174094,0.00001971169,0.00001501244],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.887679,"threshold_uncertainty_score":0.6689237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056111912434274,"score_gpt":0.3951667525710021,"score_spread":0.2895555613275748,"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."}}