{"id":"W4389763605","doi":"10.1200/jco.23.00838","title":"Minimal Residual Disease Status Predicts Outcome in Patients With Previously Untreated Follicular Lymphoma: A Prospective Analysis of the Phase III GALLIUM Study","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"F. Hoffmann-La Roche","keywords":"Medicine; Internal medicine; Bendamustine; Obinutuzumab; Vincristine; Hazard ratio; Follicular lymphoma; Rituximab; CHOP; Cyclophosphamide; Prednisone; Chemotherapy; Oncology; Induction chemotherapy; Gastroenterology; Minimal residual disease; Surgery; Lymphoma; Confidence interval; Leukemia","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":[0.002484357,0.0004735593,0.0007412456,0.0003093274,0.0002599355,0.0008982114,0.0005817359,0.0005244041,0.000720056],"category_scores_gemma":[0.002083431,0.0002497554,0.0009094765,0.0004981727,0.000359562,0.0004682939,0.0005401956,0.0006920786,0.0001811267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003392114,"about_ca_system_score_gemma":0.0003182619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007996865,"about_ca_topic_score_gemma":0.001225891,"domain_scores_codex":[0.9991217,0.0004911296,0.00005350044,0.00017167,0.0000763635,0.00008561961],"domain_scores_gemma":[0.998173,0.0003937698,0.0007984168,0.0002199645,0.00007832881,0.0003365221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0310041,0.0002331094,0.9588177,0.00009800941,0.001468435,0.00009269527,0.00005079747,0.0003226692,0.001583805,0.00004818544,0.0004656377,0.005814821],"study_design_scores_gemma":[0.003043297,0.004031645,0.9889187,0.00002806509,0.00132453,0.0002824899,0.0000755372,0.0007448319,0.0003560326,0.0001036987,0.001073853,0.00001718888],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979203,0.001133682,0.00009341464,0.00007580345,0.000008225433,0.00003204695,0.0005371967,0.000004014249,0.0001953637],"genre_scores_gemma":[0.9985274,0.0001593721,0.0001080786,0.00007575862,0.00002851779,0.00003068401,0.000982522,0.00000332824,0.00008422913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002484357,"threshold_uncertainty_score":0.01313865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05636821618870117,"score_gpt":0.4249318550134484,"score_spread":0.3685636388247472,"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."}}