{"id":"W4412520834","doi":"10.1016/j.jgo.2025.102320","title":"Virtual reality-based cognitive assessment: An exploratory pilot study including patients with cancer-related cognitive impairment","year":2025,"lang":"en","type":"article","venue":"Journal of Geriatric Oncology","topic":"Cancer-related cognitive impairment studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Geriatric Research Education and Clinical Center; University of California, Los Angeles; National Institutes of Health; U.S. Department of Veterans Affairs; National Center for Advancing Translational Sciences; Foundation for the National Institutes of Health","keywords":"Montreal Cognitive Assessment; Cognition; Medicine; Stroop effect; Anxiety; Cognitive decline; Cohort; Clinical psychology; Psychology; Dementia; Psychiatry; Cognitive impairment; Disease; Internal medicine","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"],"consensus_categories":[],"category_scores_codex":[0.001419722,0.0004645905,0.001371359,0.00116547,0.0003768892,0.00003487024,0.0001746058,0.0001630864,0.0001658297],"category_scores_gemma":[0.0003551758,0.0003676527,0.0001551017,0.001398638,0.0002470864,0.0003871477,0.0001471919,0.001121117,0.000008303028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002775757,"about_ca_system_score_gemma":0.004649695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001057521,"about_ca_topic_score_gemma":0.0001923677,"domain_scores_codex":[0.9956371,0.001063278,0.001380161,0.000515883,0.0008577245,0.0005458761],"domain_scores_gemma":[0.9937501,0.001057528,0.001499896,0.0001838111,0.003177835,0.000330822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05651836,0.06485391,0.8251575,0.0002565215,0.01084538,0.0008771949,0.006774702,0.0003039013,0.0001870963,0.00002771017,0.003035279,0.03116248],"study_design_scores_gemma":[0.06507255,0.1694521,0.738854,0.0011185,0.006369088,0.00003302189,0.01813786,0.0001256686,0.00007160298,0.00003946372,0.0003643859,0.0003618224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914654,0.0002917559,0.0009938078,0.00131862,0.001649791,0.002822377,0.00009655664,0.00008274749,0.001278867],"genre_scores_gemma":[0.9980801,0.0001096505,0.0001700093,0.0008517432,0.0003499621,0.0002272986,0.0000517576,0.00004990267,0.0001095576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1045982,"threshold_uncertainty_score":0.9998776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03699647478734527,"score_gpt":0.3818228541165961,"score_spread":0.3448263793292509,"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."}}