{"id":"W3134103265","doi":"10.1016/s1470-2045(20)30756-7","title":"Treatment of relapsed and refractory multiple myeloma: recommendations from the International Myeloma Working Group","year":2021,"lang":"en","type":"review","venue":"The Lancet Oncology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":268,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Hotel Dieu Hospital","funders":"Janssen Pharmaceuticals; Merck Sharp and Dohme; Genesis Pharma; Genentech; National Natural Science Foundation of China; Takeda Pharmaceutical Company; AbbVie; Sanofi; Roche; Novartis; GlaxoSmithKline; Celgene; Bayer; Bristol-Myers Squibb; AstraZeneca; Amgen; Pfizer","keywords":"Multiple myeloma; Refractory (planetary science); Medicine; Clinical trial; Internal medicine; Oncology; Clinical Practice; Family medicine","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":[0.0003804465,0.000322753,0.001908483,0.00008545473,0.0001707754,0.00003047565,0.0003648667,0.0002728726,0.0003254761],"category_scores_gemma":[0.0004218024,0.0001580948,0.0003329431,0.0001889049,0.0002222092,0.00003218933,0.0002104908,0.0004664057,0.00003463414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006861472,"about_ca_system_score_gemma":0.0004392902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002756693,"about_ca_topic_score_gemma":0.0004389192,"domain_scores_codex":[0.9975802,0.0008275612,0.0005605863,0.0004249375,0.0002685942,0.0003380796],"domain_scores_gemma":[0.9940394,0.004572052,0.0004310737,0.000769733,0.00008159036,0.0001062199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002219771,0.0004770063,0.001618996,0.0002075456,0.001959466,0.000200499,0.0002953065,4.724824e-8,0.000008401273,0.0001767717,0.002716313,0.9921176],"study_design_scores_gemma":[0.004014056,0.0005904422,0.002148751,0.001994791,0.001012544,0.0002088196,0.0001505914,0.0000228464,0.00000341396,0.00003367185,0.9897072,0.0001128618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000760783,0.9882635,0.00001232769,0.006002084,0.0006395791,0.00119376,0.0003501671,0.00003343875,0.00274435],"genre_scores_gemma":[0.002153302,0.9914218,0.001492481,0.0001905312,0.001374572,0.0004163248,0.002309711,0.00004008045,0.0006011995],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9920048,"threshold_uncertainty_score":0.6446918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1789959106822273,"score_gpt":0.4230512628501331,"score_spread":0.2440553521679057,"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."}}