{"id":"W4404068977","doi":"10.1002/cam4.70332","title":"Disease Characteristics and Outcomes of 493 Young Myeloma Patients Treated With Modern Therapies: A Canadian Myeloma Research Group Database Study","year":2024,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; Memorial University of Newfoundland; McGill University; Juravinski Cancer Centre; Ottawa Regional Cancer Foundation; Saskatchewan Cancer Agency; CancerCare Manitoba; Ottawa Hospital; Princess Margaret Cancer Centre; Vancouver General Hospital; University of Calgary; University of British Columbia; Saint John Regional Hospital; BC Cancer Agency; Dalhousie University; Canadian Apheresis Group; University of Alberta; Queen Elizabeth II Health Sciences Centre; University of Saskatchewan; Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"Université de Montréal; Regeneron Pharmaceuticals; Hamilton Health Sciences; Gilead Sciences; Sanofi; Celgene; AstraZeneca; Hamilton Health Sciences Foundation; Pfizer; Amgen","keywords":"Medicine; Multiple myeloma; Internal medicine; Population; Maintenance therapy; Autologous stem-cell transplantation; Surgery; Lenalidomide; Oncology; Chemotherapy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004353952,0.0002979219,0.0006196373,0.000686755,0.0001648616,0.00003303792,0.0001408551,0.00005397323,0.0002889631],"category_scores_gemma":[0.000277378,0.0001764554,0.00003917986,0.0006332841,0.000471545,0.0001327652,0.00006324743,0.0003659013,0.000008195754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004382278,"about_ca_system_score_gemma":0.0007174315,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08189584,"about_ca_topic_score_gemma":0.04822435,"domain_scores_codex":[0.9971269,0.0001496518,0.0003641504,0.0005936085,0.001130283,0.0006354179],"domain_scores_gemma":[0.997463,0.0001878493,0.00005089911,0.0005769651,0.000438775,0.001282495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00132679,0.0004409353,0.9489095,0.000476553,0.000885908,0.001734089,0.003092709,7.97456e-8,0.0002390696,0.00003177623,0.0005206241,0.04234199],"study_design_scores_gemma":[0.005904176,0.002277297,0.9877046,0.001254317,0.0003863886,0.000008622188,0.0009484877,0.0006859321,0.00002124194,0.00001645348,0.0006439984,0.0001484311],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990393,0.004412721,0.00001120562,0.001886659,0.0001276935,0.001958972,0.0008362216,0.00005282616,0.0003206619],"genre_scores_gemma":[0.9970993,0.0006755326,0.00002809626,0.0001215688,0.0001751803,0.0003752035,0.0006417533,0.00006329592,0.0008201023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04219356,"threshold_uncertainty_score":0.9691431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05289500299435463,"score_gpt":0.3714900261942705,"score_spread":0.3185950231999159,"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."}}