{"id":"W4389247583","doi":"10.1182/blood-2023-190649","title":"Early Identification of Refractory/Relapsed Diffuse Large B Cell Lymphoma with Serial Ctdna Sampling","year":2023,"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; Simon Fraser University; Spinal Cord Injury BC; McGill University","funders":"","keywords":"Diffuse large B-cell lymphoma; Medicine; Internal 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":[0.0003825951,0.0002764559,0.0003016395,0.000630698,0.0001549895,0.0005212103,0.0002535649,0.000220728,0.0006801783],"category_scores_gemma":[0.0008183706,0.0001320528,0.0001814451,0.0004456235,0.0001922453,0.0002023302,0.000223798,0.0002960288,0.0002200014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003521678,"about_ca_system_score_gemma":0.000195748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009280143,"about_ca_topic_score_gemma":0.00170543,"domain_scores_codex":[0.9997362,0.00004089041,0.00002264321,0.00009340024,0.00007013564,0.00003669905],"domain_scores_gemma":[0.9994395,0.000140382,0.0002023703,0.00004983032,0.00009112278,0.00007665482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008199211,0.00006844073,0.8968508,0.00006798848,0.0000411602,0.0006909725,0.0001406858,0.0008057401,0.07520612,0.00004762338,0.0003766486,0.02488392],"study_design_scores_gemma":[0.00003788626,0.0008505269,0.9312047,0.00002480451,0.0001085642,0.005179485,0.0001390227,0.007318497,0.0524841,0.0001374687,0.002498597,0.00001630882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965766,0.000432501,0.001857163,0.00003715055,0.00000650387,0.00004098887,0.0003924313,0.00007843582,0.00057814],"genre_scores_gemma":[0.9967594,0.0001239891,0.002231814,0.00004440717,0.000007776131,0.00002923775,0.0005990987,0.00001089678,0.0001934997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009280143,"threshold_uncertainty_score":0.002555192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00867856683404564,"score_gpt":0.2263864372046635,"score_spread":0.2177078703706178,"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."}}