{"id":"W4308721350","doi":"10.3390/curroncol29110670","title":"Assessing Pretransplant and Posttransplant Therapy Response in Multiple Myeloma Patients","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Thalidomide; Multiple myeloma; Lenalidomide; Dexamethasone; Bortezomib; Internal medicine; Autologous stem-cell transplantation; Cyclophosphamide; Oncology; Transplantation; Hematology; Surgery; Chemotherapy","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":[0.0004612318,0.0001828487,0.0004327738,0.0008396087,0.0002475376,0.0005013594,0.0002499019,0.0003433689,0.00101978],"category_scores_gemma":[0.0009884001,0.0001042337,0.0003570872,0.0008305803,0.000168286,0.0003115427,0.0002575083,0.0004716271,0.0002264478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003657441,"about_ca_system_score_gemma":0.0002418087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006964504,"about_ca_topic_score_gemma":0.0009419768,"domain_scores_codex":[0.9995716,0.00008749518,0.00007650076,0.00009676709,0.00009529921,0.00007227146],"domain_scores_gemma":[0.9992255,0.0001293316,0.0004130426,0.0000260895,0.0000744955,0.0001315006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004027514,0.00009582492,0.9951795,0.00002756614,0.00002114196,0.0001680624,0.0000818012,0.00003927602,0.0004241323,0.000008662431,0.00006063785,0.003490577],"study_design_scores_gemma":[0.000008431166,0.000863142,0.9971139,0.0000104625,0.0000315552,0.0008504688,0.000206226,0.0001128476,0.0003551284,0.00001082076,0.0004324059,0.000004582101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985183,0.0007307112,0.00005477693,0.00002336665,0.000005970626,0.00001570845,0.000228237,0.000003197468,0.0004196978],"genre_scores_gemma":[0.9988337,0.0003137176,0.0001070331,0.0000431373,0.00001910234,0.00001958984,0.0004939949,0.00000176322,0.000168015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00101978,"threshold_uncertainty_score":0.003411472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1460805519013522,"score_gpt":0.4197039970769977,"score_spread":0.2736234451756455,"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."}}