{"id":"W3171496624","doi":"10.1182/blood.v130.suppl_1.1859.1859","title":"The Evolving Impact on Survival Outcomes in Multiple Myeloma with Greater Access to Novel Treatment Regimens: Experience in a Real-World Cohort","year":2017,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Cancer Research; University of Alberta; University of Calgary","funders":"","keywords":"Multiple myeloma; Cohort; Medicine; Bortezomib; Oncology; Hematologic Neoplasms; Expanded access; Lenalidomide; Daratumumab; Internal medicine; Intensive care medicine; Cancer","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":[0.001522801,0.0001245605,0.0002555389,0.0003047888,0.0007139042,0.001268386,0.0003108579,0.0003818559,0.00247315],"category_scores_gemma":[0.005482693,0.00007946162,0.0002871674,0.0008666377,0.0003848152,0.001116162,0.0008997498,0.0006677535,0.0002462131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00108186,"about_ca_system_score_gemma":0.001084061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01106855,"about_ca_topic_score_gemma":0.01292256,"domain_scores_codex":[0.9993923,0.0001830176,0.00003561363,0.0001172549,0.0001207778,0.0001509807],"domain_scores_gemma":[0.9982119,0.000465196,0.0004585172,0.0001202425,0.0002308497,0.0005134084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005117913,0.0001996426,0.9667253,0.00002077316,0.00007123882,0.0005353651,0.001240471,0.0002840434,0.0004559008,0.0003728028,0.001818482,0.02776416],"study_design_scores_gemma":[0.00004510464,0.0005279356,0.9893896,0.0000237914,0.00007090356,0.001334308,0.00281055,0.0004919819,0.0001757965,0.0003380581,0.004775525,0.00001641401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968835,0.0003636597,0.0001385485,0.0007284564,0.00001544973,0.00000738439,0.0003832159,0.000004669507,0.001475126],"genre_scores_gemma":[0.9984323,0.0004648216,0.0001627475,0.0001596577,0.00003487409,0.00000988084,0.0004101864,0.000006505115,0.0003189211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01106855,"threshold_uncertainty_score":0.02200824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044621521069653,"score_gpt":0.4018126330277292,"score_spread":0.2973504809207639,"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."}}