{"id":"W4310106202","doi":"10.1182/blood-2022-159620","title":"Integrative Genomics Identifies a High-Risk Metabolic and TME Depleted Signature That Predicts Early Clinical Failure in DLBCL","year":2022,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Oncology; Diffuse large B-cell lymphoma; Lymphoma; Internal medicine; Cancer; Disease; Biology; Medicine; Bioinformatics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003874575,0.0002277576,0.0003612532,0.001128154,0.0002164914,0.0004477962,0.0001917638,0.0002428406,0.0008210345],"category_scores_gemma":[0.0007148904,0.00008767355,0.0002497463,0.001017255,0.0002165837,0.000167797,0.0003947199,0.0002144017,0.0001325506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002656362,"about_ca_system_score_gemma":0.0001514007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001607798,"about_ca_topic_score_gemma":0.002396561,"domain_scores_codex":[0.9998453,0.00002958938,0.000009862735,0.00005509245,0.00002744607,0.00003271455],"domain_scores_gemma":[0.9997633,0.00006046753,0.00008031813,0.00002262284,0.00002500452,0.00004825409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007128029,0.000064543,0.9269189,0.00002816074,0.0001090455,0.0002704879,0.00008607552,0.001387876,0.0534825,0.0001131291,0.0002827942,0.01654371],"study_design_scores_gemma":[0.00001121049,0.0001175199,0.9882966,0.000004386607,0.00005655992,0.0004654755,0.0001050323,0.007884723,0.002416824,0.0003013968,0.0003337219,0.000006448098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984739,0.00006410111,0.0006946017,0.00002702115,0.000001062818,0.000006165757,0.0004282797,0.000015805,0.0002889706],"genre_scores_gemma":[0.9984245,0.00003395144,0.0006088233,0.00002293769,0.000002176211,0.000005654609,0.0007960972,0.000006764764,0.0000991979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001607798,"threshold_uncertainty_score":0.003196836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0145910159695566,"score_gpt":0.2584453708920504,"score_spread":0.2438543549224938,"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."}}