{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002674571,0.0005585685,0.001154531,0.0006477602,0.000179891,0.0001160895,0.0001536699,0.0003339114,0.0002668293],"category_scores_gemma":[0.0004184895,0.0003613544,0.0008465695,0.0003321899,0.00005820323,0.0000806459,0.0000283362,0.001082988,0.00001373213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002726486,"about_ca_system_score_gemma":0.001301376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001563048,"about_ca_topic_score_gemma":0.0005243004,"domain_scores_codex":[0.996812,0.0001516795,0.0006420426,0.000615402,0.001197608,0.0005812015],"domain_scores_gemma":[0.9978915,0.0003640765,0.0004256543,0.0004184931,0.0006573267,0.0002429719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00152831,0.002886474,0.7817222,0.0001892401,0.01443136,0.007045533,0.0005135569,0.00003096868,0.0000698669,9.204118e-7,0.1856011,0.005980401],"study_design_scores_gemma":[0.02506235,0.01666527,0.9426377,0.0007800623,0.004350903,0.0002141187,0.00005137694,0.0001973239,0.0004665201,0.00006113737,0.009219998,0.000293236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592206,0.00284551,0.00007289567,0.02391645,0.0009980231,0.009975052,0.002396177,0.00008833668,0.0004868838],"genre_scores_gemma":[0.9803843,0.001868117,0.0002142498,0.004488904,0.005710577,0.002186655,0.0009720367,0.0001934741,0.003981655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1763811,"threshold_uncertainty_score":0.9998838,"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."}}