{"id":"W4389244018","doi":"10.1182/blood-2023-182700","title":"Long-Term Outcome of Multiple Myeloma Patients Receiving Autologous Stem Cell Transplantation (ASCT) - Impact of Therapeutic Strategy Following ASCT","year":2023,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Melphalan; Multiple myeloma; Autologous stem-cell transplantation; Oncology; Internal medicine; Univariate analysis; Transplantation; Hematopoietic stem cell transplantation; Proportional hazards model; Survival analysis; Multivariate analysis; Progression-free survival; Surgery; Chemotherapy","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":[0.0007003446,0.0001662081,0.0003218855,0.0004448133,0.0003190402,0.000673914,0.0001912693,0.0003932727,0.001788362],"category_scores_gemma":[0.001667435,0.00006027685,0.0004036193,0.0005006915,0.0002485823,0.0004383562,0.0004183759,0.0004073787,0.0003985843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003676395,"about_ca_system_score_gemma":0.0002724435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005700961,"about_ca_topic_score_gemma":0.0007317153,"domain_scores_codex":[0.9995545,0.0001186055,0.00004425025,0.00009397612,0.00007713342,0.0001116868],"domain_scores_gemma":[0.9986077,0.0002693683,0.000573341,0.00004795503,0.0001135072,0.0003882565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001028732,0.00008198429,0.9898706,0.00002343747,0.00008313807,0.0003683066,0.00006368256,0.0001968942,0.0003594171,0.00003043547,0.0002113474,0.007682082],"study_design_scores_gemma":[0.00001794007,0.0009154919,0.9965508,0.00001965038,0.00009299855,0.001270652,0.0001271027,0.0001997178,0.0001219868,0.00007319896,0.0006032723,0.000007085318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966317,0.001956854,0.0001112382,0.00009863082,0.00001976699,0.000008263259,0.000375839,0.000004438541,0.0007932956],"genre_scores_gemma":[0.9988925,0.0002378664,0.000027224,0.00003388659,0.00004349018,0.000006303153,0.000589971,0.000001647545,0.0001672013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001788362,"threshold_uncertainty_score":0.005982637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04297853181349259,"score_gpt":0.3341724897147539,"score_spread":0.2911939579012613,"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."}}