{"id":"W3158563222","doi":"10.1182/bloodadvances.2020002773","title":"Treating lymphoma is now a bit EZ-er","year":2021,"lang":"en","type":"review","venue":"Blood Advances","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; Simon Fraser University","funders":"","keywords":"EZH2; Medicine; Epigenetics; Germinal center; Cancer research; Lymphoma; Follicular lymphoma; Pharmacology; Oncology; Bioinformatics; Computational biology; Internal medicine; Immunology; Biology; B cell; Genetics","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"],"consensus_categories":[],"category_scores_codex":[0.00007097644,0.0006156999,0.002595905,0.0001468374,0.0001103777,0.00005889714,0.000137733,0.0002387381,0.0004266875],"category_scores_gemma":[0.0000756332,0.000414609,0.000998346,0.0004338365,0.00005246362,0.0001027728,0.00008531955,0.00009773533,0.0003475214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001810443,"about_ca_system_score_gemma":0.0005832135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002417727,"about_ca_topic_score_gemma":0.00001442462,"domain_scores_codex":[0.9977639,0.00006973221,0.0006241609,0.0007617467,0.0003676717,0.0004127277],"domain_scores_gemma":[0.9984565,0.0002693487,0.000354861,0.0006278511,0.00008764043,0.000203782],"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":[0.000003189785,0.00102527,0.0007756254,0.008444196,0.001066967,0.001056965,0.00003936732,3.923032e-8,1.737855e-7,0.00005867615,0.001305799,0.9862238],"study_design_scores_gemma":[0.001909074,0.0002034738,0.00007284465,0.03363595,0.007772722,0.0009222938,0.00002997068,3.898398e-7,0.0000772889,0.000009381311,0.9550117,0.0003549288],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007127041,0.9881324,0.00000108664,0.0001245448,0.0002528522,0.0007046427,0.0001061682,0.00008874536,0.01051832],"genre_scores_gemma":[0.00001531844,0.9919455,0.001513321,0.0002906499,0.000573233,0.0005001625,0.0002913953,0.00008070753,0.004789726],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9858688,"threshold_uncertainty_score":0.9998306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03377251493144513,"score_gpt":0.3482347193749741,"score_spread":0.314462204443529,"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."}}