{"id":"W2910763590","doi":"10.1182/blood-2018-99-112313","title":"Minimal Residual Disease Evaluation Using 8-Color Flow Cytometry Predicts Risk of Relapse in High-Risk and/or Young Myeloma Patients Who Receive Bortezomib Consolidation after Frontline Tandem Transplantation","year":2018,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Research in Immunology and Cancer; Centre Hospitalier de l’Université de Montréal; McGill University Health Centre; Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Fludarabine; Minimal residual disease; Bortezomib; Transplantation; Internal medicine; Autologous stem-cell transplantation; Oncology; Multiple myeloma; Bone marrow; Surgery; Cyclophosphamide; Chemotherapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003940494,0.0002229019,0.0003241261,0.0003634149,0.000161196,0.0003300376,0.0001767546,0.0003558087,0.00124149],"category_scores_gemma":[0.0008823974,0.0001088572,0.0001970164,0.0001915905,0.000118683,0.0002158906,0.0001552513,0.0003158416,0.0002520615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001297554,"about_ca_system_score_gemma":0.0001416621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003582886,"about_ca_topic_score_gemma":0.0005574974,"domain_scores_codex":[0.9998765,0.00003167118,0.00001633373,0.00002682774,0.00002344897,0.00002511866],"domain_scores_gemma":[0.9992334,0.0002091904,0.0002461991,0.00002198994,0.00004686971,0.0002423821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001088642,0.0001475869,0.993961,0.000008208133,0.00001771814,0.0001154967,0.00002148697,0.000067019,0.00193486,0.000008322848,0.00007715826,0.002552558],"study_design_scores_gemma":[0.00007988189,0.002172914,0.994136,0.000008511922,0.00004671777,0.001154071,0.00005228186,0.001060879,0.001023193,0.0000248945,0.0002355316,0.000005187581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99959,0.000145504,0.00004798102,0.00001604258,0.000004151605,0.00000730455,0.00005448942,0.000003316267,0.0001311634],"genre_scores_gemma":[0.999626,0.00003710982,0.00009352346,0.00001953656,0.000009162795,0.000006142465,0.0001201539,7.462408e-7,0.00008755137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00124149,"threshold_uncertainty_score":0.004153132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883094646084345,"score_gpt":0.2947487502105418,"score_spread":0.2759178037496983,"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."}}