{"id":"W4400898001","doi":"10.46989/001c.121371","title":"The EMMY longitudinal, cohort study: real-world data to describe multiple myeloma management and outcomes as more therapeutic options emerge","year":2024,"lang":"en","type":"article","venue":"Clinical Hematology International","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Medicine; Multiple myeloma; Longitudinal study; Cohort; Medical record; Longitudinal data; Intensive care medicine; Internal medicine; Demography; Pathology","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":[0.006686058,0.0004762559,0.0003595563,0.001698203,0.0007299815,0.0008817755,0.0006767485,0.0007948856,0.002372078],"category_scores_gemma":[0.01257216,0.0003334529,0.0006174793,0.001961802,0.000230698,0.001084096,0.001344527,0.0009321768,0.0006067959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346895,"about_ca_system_score_gemma":0.001360622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0179465,"about_ca_topic_score_gemma":0.02742384,"domain_scores_codex":[0.9974319,0.001580134,0.0002101396,0.0003357387,0.0002488015,0.000193378],"domain_scores_gemma":[0.9916993,0.00170249,0.003378743,0.001656021,0.000924341,0.0006390547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009214457,0.0001888742,0.9829552,0.00006372319,0.0004196239,0.00009910328,0.0002248889,0.0002696996,0.0001696636,0.0002979498,0.008596796,0.005793045],"study_design_scores_gemma":[0.0002241223,0.0003535971,0.9886928,0.00008397865,0.0001443723,0.0003792939,0.0002985459,0.0007948946,0.0001113089,0.0001775255,0.008714479,0.00002523888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8966983,0.001888548,0.004070235,0.001639549,0.00009198134,0.0008111564,0.09074916,0.0001152585,0.003935818],"genre_scores_gemma":[0.9297739,0.0008824738,0.008695927,0.00138879,0.0002026943,0.002777664,0.05413526,0.00008048908,0.002062648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0179465,"threshold_uncertainty_score":0.03568411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2029713314117292,"score_gpt":0.5076096884930626,"score_spread":0.3046383570813335,"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."}}