{"id":"W4389247523","doi":"10.1182/blood-2023-174338","title":"Disease Characteristics and Outcomes of 504 Young Patients Diagnosed with Multiple Myeloma Treated with Modern Therapies in Canada","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":"Jewish General Hospital; Memorial University of Newfoundland; Concordia University; McGill University; Juravinski Cancer Centre; Princess Margaret Cancer Centre; Vancouver General Hospital; University of Calgary; University of British Columbia; Dalhousie University; CancerCare Manitoba; Ottawa Hospital; Saint John Regional Hospital; BC Cancer Agency; University of Alberta; Queen Elizabeth II Health Sciences Centre; University of Saskatchewan; Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"Regeneron Pharmaceuticals; Celgene; Gilead Sciences; Amgen","keywords":"Medicine; Multiple myeloma; Young adult; Internal medicine; Disease; Pediatrics; Retrospective cohort study; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003001106,0.0002398556,0.0003959551,0.001152219,0.001512138,0.000738708,0.0005841664,0.0003704694,0.001227469],"category_scores_gemma":[0.001051111,0.0002222135,0.0003971289,0.003156539,0.0004948602,0.0002967824,0.000550992,0.0004345427,0.000185237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01295985,"about_ca_system_score_gemma":0.01104427,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9276366,"about_ca_topic_score_gemma":0.950095,"domain_scores_codex":[0.9995072,0.00002051232,0.00004800327,0.00007070378,0.0001779019,0.0001756898],"domain_scores_gemma":[0.9987953,0.00007291094,0.0003961402,0.00002707117,0.0003697514,0.0003388588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000568674,0.0000147477,0.9982265,0.00001429521,0.0000161239,0.0000889406,0.0001420921,0.00004955926,0.00007384688,0.00001404131,0.0003061069,0.0009969919],"study_design_scores_gemma":[0.000008918721,0.0000421181,0.9985233,0.00002029341,0.00002138563,0.0001901816,0.0004961467,0.0001171828,0.00004594685,0.000009906793,0.0005189499,0.000005583721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939348,0.0004874011,0.00003669014,0.0001150704,0.000005590928,0.00003585502,0.004333077,0.000005390749,0.001046123],"genre_scores_gemma":[0.9965419,0.0004137888,0.000071747,0.0001033322,0.000006515351,0.00001946531,0.002497373,0.000002318777,0.0003435724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07236344,"threshold_uncertainty_score":0.1455792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01109312187460145,"score_gpt":0.2319430610136534,"score_spread":0.220849939139052,"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."}}