{"id":"W3097090129","doi":"10.1182/blood-2020-136645","title":"Risk Profiling of Relapsed/Refractory Diffuse Large B-Cell Lymphoma Patients By Measuring Circulating Tumor DNA","year":2020,"lang":"en","type":"article","venue":"Blood","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Bendamustine; Internal medicine; Diffuse large B-cell lymphoma; Rituximab; Medicine; Oncology; Lymphoma; Gastroenterology","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":[0.0009365241,0.0003033515,0.0005584767,0.0005482895,0.0001538281,0.0007315734,0.0003439968,0.0003182488,0.001702094],"category_scores_gemma":[0.001392316,0.0001760609,0.0003231979,0.0005096894,0.000153136,0.0002115511,0.0003428256,0.0004492634,0.0004717226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003245695,"about_ca_system_score_gemma":0.0002700821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008047838,"about_ca_topic_score_gemma":0.001382412,"domain_scores_codex":[0.9991997,0.000245186,0.00007246205,0.0002603786,0.0001717638,0.00005055575],"domain_scores_gemma":[0.9994061,0.0001304621,0.0002300909,0.00004782419,0.0001181577,0.00006736957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006919206,0.0004120104,0.7640488,0.0007794648,0.000516089,0.000275427,0.0003290453,0.002053657,0.09022417,0.000270618,0.003903826,0.1302677],"study_design_scores_gemma":[0.0004916299,0.004292851,0.9289953,0.0001948529,0.0006654914,0.002156607,0.0002463357,0.005618623,0.0393329,0.0006499092,0.01730223,0.0000533763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765089,0.006171946,0.006610326,0.00038487,0.00004723781,0.0005244368,0.00656735,0.00024063,0.002944224],"genre_scores_gemma":[0.9861042,0.00109239,0.006486862,0.0003987316,0.00004623147,0.0004882861,0.004330264,0.00003555982,0.001017505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001702094,"threshold_uncertainty_score":0.005694091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007342935661586031,"score_gpt":0.1902022301881573,"score_spread":0.1828592945265713,"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."}}