{"id":"W2883385515","doi":"10.1038/s41375-018-0215-9","title":"Clonal diversity predicts adverse outcome in chronic lymphocytic leukemia","year":2018,"lang":"en","type":"article","venue":"Leukemia","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"National Heart, Lung, and Blood Institute; National Cancer Institute; Foundation Medicine; National Institutes of Health; Memorial Sloan-Kettering Cancer Center; American Society of Clinical Oncology; American Society of Hematology; Cycle for Survival; Robert Wood Johnson Foundation","keywords":"Somatic evolution in cancer; Chronic lymphocytic leukemia; Biology; Mutation; Gene; Leukemia; Genetics; Cancer research","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007434935,0.0004593524,0.0007786587,0.0004902373,0.0003444732,0.00002940075,0.0006494239,0.0004650064,0.001422755],"category_scores_gemma":[0.0004575961,0.0004330692,0.0002682525,0.0009820393,0.0008230957,0.0003027068,0.001303022,0.0007343498,0.002621192],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.521463,"about_ca_system_score_gemma":0.08324273,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009988809,"about_ca_topic_score_gemma":0.001226386,"domain_scores_codex":[0.9954345,0.0001139699,0.0007714492,0.0009405322,0.001351494,0.001388072],"domain_scores_gemma":[0.9976043,0.000217946,0.0001544185,0.001156476,0.0002431929,0.0006237224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01641246,0.0005177014,0.754786,0.005888118,0.001781544,0.02590472,0.01268157,0.01184354,0.02162962,0.005723681,0.1081564,0.03467463],"study_design_scores_gemma":[0.1604895,0.003220517,0.3044612,0.001354336,0.0004706416,0.002257328,0.0005063752,0.4798021,0.0106209,0.0007660766,0.03424098,0.001810026],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743158,0.0002748068,0.00009426187,0.00009883094,0.0005369246,0.0008365224,0.00002041558,0.0002868047,0.02353559],"genre_scores_gemma":[0.9894625,0.00008393947,0.0003794646,0.0009701664,0.001422411,0.00004007207,0.00005356501,0.00007339841,0.007514475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4679586,"threshold_uncertainty_score":0.9998121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03534824483035989,"score_gpt":0.3128845966772866,"score_spread":0.2775363518469267,"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."}}