{"id":"W4390340497","doi":"10.14740/jh1201","title":"Impact of Cytogenetic Abnormalities, Induction and Maintenance Regimens on Outcomes After High-Dose Chemotherapy and Autologous Stem Cell Transplantation in Patients With Newly Diagnosed Multiple Myeloma: A Decade-Long Real-World Experience","year":2023,"lang":"en","type":"article","venue":"Journal of Hematology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lenalidomide; Autologous stem-cell transplantation; Multiple myeloma; Internal medicine; Oncology; Population; Induction chemotherapy; Transplantation; Chemotherapy; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001342338,0.0001330506,0.0002689294,0.0002637111,0.0002801589,0.0005612308,0.00022201,0.0002629188,0.000357849],"category_scores_gemma":[0.003141992,0.0000763577,0.0003051563,0.0005328567,0.0002964618,0.0003722063,0.0004102746,0.0003378834,0.00006955208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007410573,"about_ca_system_score_gemma":0.0004751708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001144888,"about_ca_topic_score_gemma":0.001728088,"domain_scores_codex":[0.9993964,0.000215778,0.00007577843,0.00009094072,0.0001520525,0.00006905946],"domain_scores_gemma":[0.9982198,0.0005788011,0.000727367,0.00007443139,0.0001103515,0.0002893296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008913921,0.0002206568,0.9703583,0.00003312098,0.00009688315,0.0005972172,0.0002784117,0.0003423303,0.0004326699,0.00003271645,0.0002301535,0.02648601],"study_design_scores_gemma":[0.00006685084,0.001667011,0.994064,0.00002517556,0.00009009459,0.002409882,0.0002667336,0.0003389757,0.0002837588,0.00003106017,0.0007474615,0.000008867593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978831,0.001533463,0.00007786149,0.00008582688,0.000005219111,0.000007022734,0.00006650523,0.000002041755,0.0003387475],"genre_scores_gemma":[0.9990181,0.0006468322,0.00008073783,0.00005212672,0.00002034624,0.000004886769,0.0001313487,0.000001372781,0.00004416059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001342338,"threshold_uncertainty_score":0.007099092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01625435900198704,"score_gpt":0.2976094207225534,"score_spread":0.2813550617205663,"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."}}