{"id":"W4310106561","doi":"10.1182/blood-2022-157559","title":"Risk Profiling of Patients with Previously Untreated Diffuse Large B-Cell Lymphoma (DLBCL) By Measuring Circulating Tumor DNA (ctDNA): Results from the POLARIX Study","year":2022,"lang":"en","type":"article","venue":"Blood","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC; University of British Columbia","funders":"","keywords":"Hazard ratio; Internal medicine; Medicine; Confidence interval; Oncology; Proportional hazards model; Univariate analysis; Diffuse large B-cell lymphoma; Gastroenterology; Lymphoma; Multivariate analysis","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":[0.001402767,0.0004467286,0.0004428641,0.0002977628,0.0002526541,0.0007799359,0.0003830666,0.000299865,0.001239483],"category_scores_gemma":[0.001958927,0.0002486543,0.0004894751,0.0004884569,0.0002949422,0.0003479428,0.0007791537,0.0006317361,0.0003343627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005589392,"about_ca_system_score_gemma":0.000367204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001815385,"about_ca_topic_score_gemma":0.002179161,"domain_scores_codex":[0.9993345,0.000270501,0.00003323785,0.0001889929,0.0001277894,0.00004495546],"domain_scores_gemma":[0.9988676,0.0003063561,0.0003296085,0.0001331745,0.0001561546,0.0002071781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01917635,0.0001873931,0.9608271,0.00009771487,0.0005038412,0.0001204646,0.0001425248,0.0002906888,0.002035148,0.00007798084,0.001007553,0.01553332],"study_design_scores_gemma":[0.003072912,0.002959409,0.9868587,0.00004511072,0.0007529565,0.000552393,0.0002188189,0.0008795636,0.000871209,0.0001967708,0.003569403,0.00002268158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955687,0.001334139,0.0002942195,0.0001370243,0.00001525821,0.00005752838,0.001565158,0.000008392219,0.001019643],"genre_scores_gemma":[0.9943919,0.0006033457,0.0004651553,0.0001754929,0.00004198394,0.00007951985,0.003911946,0.000009325294,0.0003213918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001815385,"threshold_uncertainty_score":0.007418633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005116078041516927,"score_gpt":0.1832038619877491,"score_spread":0.1780877839462321,"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."}}