{"id":"W4405941401","doi":"10.1016/j.jtct.2024.12.023","title":"Outcomes of Standard-Risk Multiple Myeloma Patients Who Undergo Upfront Autologous Hematopoietic Stem Cell Transplantation","year":2024,"lang":"en","type":"article","venue":"Transplantation and Cellular Therapy","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"National Cancer Institute; Paula and Rodger Riney Foundation; Dr. Miriam and Sheldon G. Adelson Medical Research Foundation","keywords":"Medicine; Multiple myeloma; Hematopoietic stem cell transplantation; Oncology; Stem cell; Transplantation; Internal medicine; Biology","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":[0.0001508978,0.0002390417,0.0004010946,0.0001826921,0.0001021025,0.00003738123,0.00005947529,0.0001115059,0.00009227944],"category_scores_gemma":[0.000002420745,0.0001789756,0.0001452672,0.0001433669,0.00007929789,0.0001195414,0.000003192443,0.0001653902,0.00001969059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004462923,"about_ca_system_score_gemma":0.00007678152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009106677,"about_ca_topic_score_gemma":0.00003556596,"domain_scores_codex":[0.998437,0.0001241411,0.0003808581,0.0003369507,0.000460081,0.0002609707],"domain_scores_gemma":[0.9993205,0.0001945948,0.0000734034,0.0001719719,0.00007872686,0.0001608009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006460696,0.0007293148,0.7949983,0.003552441,0.0008958652,0.0006358183,0.01465428,0.00003214367,0.01628894,0.0003205902,0.00005798141,0.1613736],"study_design_scores_gemma":[0.01711718,0.001557012,0.7233472,0.0003555043,0.0004488139,0.00005142955,0.000424905,0.001544678,0.2542213,0.0001707796,0.0004479068,0.00031335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854524,0.002955592,0.009611449,0.0001053647,0.0001136724,0.0007835546,0.000449931,0.0001019587,0.0004260437],"genre_scores_gemma":[0.9847122,0.01387721,0.000320862,0.0000407917,0.0000143106,0.00003584177,0.000527014,0.000037423,0.000434366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2379323,"threshold_uncertainty_score":0.7298412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01573033053922362,"score_gpt":0.2643131349416856,"score_spread":0.2485828044024619,"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."}}