{"id":"W4403458741","doi":"10.1038/s41408-024-01164-x","title":"Impact of age on treatment utilization for newly diagnosed multiple myeloma: a nationwide retrospective cohort study","year":2024,"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":"McMaster University","funders":"Huntsman Cancer Institute; McMaster University; University of Arkansas for Medical Sciences; Hamilton Health Sciences","keywords":"Multiple myeloma; Retrospective cohort study; Medicine; MEDLINE; Internal medicine; Pediatrics; Oncology; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009098016,0.0002331576,0.0004130853,0.001075404,0.00117635,0.0008754068,0.0008573208,0.0008881303,0.002019613],"category_scores_gemma":[0.00435784,0.0003891534,0.0006009123,0.003549578,0.0004566642,0.0005741956,0.0005602916,0.0009797586,0.0003773633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005282724,"about_ca_system_score_gemma":0.00506847,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5410687,"about_ca_topic_score_gemma":0.6091443,"domain_scores_codex":[0.998745,0.000191121,0.0001757089,0.0002446984,0.0003568881,0.0002864954],"domain_scores_gemma":[0.9958697,0.0004931499,0.001510701,0.0004063732,0.001054415,0.0006655933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004466588,0.00001129884,0.9984282,0.000007519433,0.00003084885,0.00007702447,0.00005434145,0.00001325394,0.00002327641,0.00001489038,0.0008028917,0.0004917032],"study_design_scores_gemma":[0.00001114549,0.00002402124,0.9986867,0.00001717078,0.00004233959,0.0002332491,0.0002174915,0.0001859394,0.00001234449,0.00002340896,0.0005387784,0.000007265283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871086,0.0008720316,0.0001132036,0.001617758,0.00003911988,0.00004650269,0.00837284,0.00001556534,0.001814413],"genre_scores_gemma":[0.9961569,0.0004544974,0.0001259844,0.0005614923,0.00005398173,0.00002865677,0.002272883,0.00000456628,0.0003410879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5410687,"threshold_uncertainty_score":0.923268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05742110478828666,"score_gpt":0.3847737267360956,"score_spread":0.3273526219478089,"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."}}