{"id":"W4413186450","doi":"10.1016/j.displa.2025.103182","title":"Improving quality of life for institutionalized individuals with advanced dementia: A pilot study on efficacy of a semi-immersive virtual reality driving simulator for individuals with advanced dementia","year":2025,"lang":"en","type":"article","venue":"Displays","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Riverview Hospital","funders":"Mitacs; University of Manitoba","keywords":"Virtual reality; Dementia; Quality of life (healthcare); Driving simulator; Simulation; Driving simulation; Psychology; Computer science; Human–computer interaction; Physical medicine and rehabilitation; Medicine; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002015578,0.0005125156,0.001376312,0.0003083638,0.001137152,0.00001602666,0.0004489354,0.0001262774,0.00001430994],"category_scores_gemma":[0.003832999,0.000406673,0.0001524678,0.0005740426,0.0002681149,0.0003039463,0.0003541834,0.0003873237,0.000001561937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001844228,"about_ca_system_score_gemma":0.001002259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000194935,"about_ca_topic_score_gemma":0.001459016,"domain_scores_codex":[0.9951823,0.000608911,0.001742179,0.000901747,0.0007660274,0.0007988145],"domain_scores_gemma":[0.9907573,0.005619528,0.001815842,0.0007328884,0.0009198223,0.0001545482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004229411,0.003163963,0.9656948,0.002000975,0.004380463,5.773874e-7,0.006479064,0.004607516,0.002939917,0.005755856,0.0002314326,0.0005159648],"study_design_scores_gemma":[0.04003179,0.007555495,0.9303159,0.00249801,0.001420866,9.957225e-8,0.01572483,0.0002163648,0.001120451,0.0001614846,0.0004298792,0.0005248314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9316084,0.0001537705,0.05640522,0.0002531638,0.0002672133,0.01001623,0.001077114,0.00007169454,0.0001471999],"genre_scores_gemma":[0.9933568,0.000009908256,0.003395242,0.0002915438,0.00005406941,0.002604987,0.0001626286,0.00005555951,0.00006928275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06174837,"threshold_uncertainty_score":0.9998385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05410807355738407,"score_gpt":0.4115015081257999,"score_spread":0.3573934345684159,"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."}}