{"id":"W2002857087","doi":"10.1053/j.seminhematol.2012.05.004","title":"The Future of Therapy for Relapsed/Refractory Multiple Myeloma: Emerging Agents and Novel Treatment Strategies","year":2012,"lang":"en","type":"article","venue":"Seminars in Hematology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Pomalidomide; Medicine; Lenalidomide; Carfilzomib; Bortezomib; Refractory (planetary science); Panobinostat; Thalidomide; Vorinostat; Oncology; Multiple myeloma; Proteasome inhibitor; Combination therapy; Internal medicine; Ixazomib; Pharmacology; Histone deacetylase","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002066707,0.0001719187,0.0003696602,0.0000988687,0.0001177255,0.000008072425,0.00007088639,0.0001281311,0.00001420714],"category_scores_gemma":[0.00008414085,0.0001031049,0.00007747565,0.00009452934,0.0001580601,0.00009125316,0.00002911693,0.0001038113,0.000002234356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007611425,"about_ca_system_score_gemma":0.00007827643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004795544,"about_ca_topic_score_gemma":0.00008989048,"domain_scores_codex":[0.9988801,0.00004821366,0.0002731351,0.0001899861,0.0001330871,0.0004755126],"domain_scores_gemma":[0.9988441,0.0006257248,0.00009775491,0.0002592631,0.00004993721,0.0001232023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002726065,0.001766105,0.7863462,0.0001688278,0.0003726598,0.00004017725,0.00289504,0.000001656983,0.00465255,0.005732801,0.0005038133,0.1947941],"study_design_scores_gemma":[0.04947982,0.005626763,0.7375013,0.0004934603,0.0001635408,0.0009446451,0.02427876,0.001450424,0.03793864,0.001267931,0.1403235,0.00053123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666503,0.03117722,0.00006597496,0.000570543,0.0002303088,0.001001972,0.00002005568,0.00001569757,0.0002679401],"genre_scores_gemma":[0.9906413,0.007284491,0.001435831,0.00002915425,0.00009820138,0.0002635264,0.00003052024,0.00002101269,0.0001959507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1942628,"threshold_uncertainty_score":0.4204495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03592587437793413,"score_gpt":0.3444308082909432,"score_spread":0.3085049339130091,"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."}}