{"id":"W4413807594","doi":"10.1038/s41408-025-01352-3","title":"Incidence and prevalence of clinically detected smoldering multiple myeloma within the general population: a retrospective observational cohort study","year":2025,"lang":"en","type":"letter","venue":"Blood Cancer Journal","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Saskatchewan Cancer Agency; McMaster University; Ottawa Hospital; Institute of Cancer Research; Saskatoon Medical Imaging; University of Alberta; University of Calgary; University of Ottawa","funders":"Janssen Pharmaceuticals","keywords":"Multiple myeloma; Incidence (geometry); Medicine; Retrospective cohort study; Observational study; Population; Cohort; Cohort study; Internal medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0009435256,0.0003199526,0.000696209,0.0001778705,0.000323628,0.00008219804,0.0003077435,0.0002745362,0.0001152101],"category_scores_gemma":[0.001375822,0.0002152835,0.0001701598,0.000305295,0.0001484157,0.0001222007,0.0001629763,0.002359144,7.296732e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002783355,"about_ca_system_score_gemma":0.0009127436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001082365,"about_ca_topic_score_gemma":0.0002979737,"domain_scores_codex":[0.9962779,0.0003653019,0.001083808,0.0005134391,0.001407688,0.0003519033],"domain_scores_gemma":[0.9973274,0.0004372698,0.0008471834,0.0004389961,0.0008106791,0.0001384394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003747417,0.0001933488,0.9904976,0.0003471233,0.001822683,0.0006719864,0.0001779289,0.00002098605,0.00009846708,0.000001316067,0.005045273,0.0007485229],"study_design_scores_gemma":[0.003914456,0.0007982923,0.9915464,0.001006313,0.001321364,0.0004838679,0.00002852962,0.0004304156,0.0001016287,0.00007475897,0.0001282202,0.0001657587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698056,0.001238538,0.00002987093,0.02661065,0.0003428713,0.001791535,0.0001213787,0.00002232585,0.00003720898],"genre_scores_gemma":[0.9800651,0.0006785174,0.001622511,0.01334553,0.002302754,0.000276465,0.00004781951,0.00003592811,0.001625355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01326512,"threshold_uncertainty_score":0.9999425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0452434986231261,"score_gpt":0.3543593969216927,"score_spread":0.3091158982985666,"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."}}