{"id":"W4412555849","doi":"10.1016/j.jgo.2025.102321","title":"Treatment-related cognitive changes in multiple myeloma: A systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"Journal of Geriatric Oncology","topic":"Cancer-related cognitive impairment studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Leeds","keywords":"Medicine; PsycINFO; Meta-analysis; Cognition; MEDLINE; Quality of life (healthcare); Randomized controlled trial; Multiple myeloma; Internal medicine; Clinical psychology; Oncology; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.001185957,0.0006957036,0.02321124,0.002879781,0.00006657207,0.00001414606,0.0001384389,0.0005285478,0.0002966389],"category_scores_gemma":[0.002574508,0.0004063688,0.003692354,0.003246111,0.0001168436,0.00005883579,0.00009599946,0.0007396386,0.00001695736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001465547,"about_ca_system_score_gemma":0.001375356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002738072,"about_ca_topic_score_gemma":0.0001671285,"domain_scores_codex":[0.9944645,0.001590806,0.002828781,0.0004427843,0.0003107064,0.0003623847],"domain_scores_gemma":[0.9909936,0.004121996,0.003851303,0.0002455316,0.0006146954,0.0001729316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00007119139,0.0003991935,0.00001293618,0.555153,0.4191065,0.0008221387,0.0001209169,1.091197e-7,2.964895e-8,0.000001203072,0.0001921124,0.0241207],"study_design_scores_gemma":[0.002474107,0.00217919,0.00002194233,0.07123138,0.9019665,0.001805874,0.0001374454,9.933242e-7,1.060103e-7,0.000003676205,0.01995303,0.0002257961],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005810999,0.9921052,0.000008121105,0.001408244,0.0001862123,0.005652376,0.0001247332,0.00001418221,0.0004950952],"genre_scores_gemma":[0.00006948867,0.9960799,0.00006953836,0.0003551065,0.00008843079,0.0007726827,0.00004025641,0.00003237468,0.002492197],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4839216,"threshold_uncertainty_score":0.9998388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0746704459953055,"score_gpt":0.4015547449331586,"score_spread":0.3268842989378531,"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."}}