{"id":"W7161846700","doi":"10.2196/78872","title":"Amount of acceptance and potential barriers in the application of virtual reality in people with mild cognitive impairment: Experimental Usability Study (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Usability; Virtual reality; Cognition; Augmented reality; Cognitive interview; Cognitive walkthrough","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007046915,0.00008508458,0.0001642313,0.00008983583,0.00005420052,0.00003452068,0.0003425722,0.00002283869,0.000002087118],"category_scores_gemma":[0.00002662966,0.00006588743,0.00001987453,0.0006648093,0.0001038209,0.000231289,0.0001819886,0.0000999886,2.109804e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007637647,"about_ca_system_score_gemma":0.00007795235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001476894,"about_ca_topic_score_gemma":0.000617289,"domain_scores_codex":[0.9989242,0.0001540095,0.0002841462,0.0003159699,0.0001966061,0.0001250835],"domain_scores_gemma":[0.9993037,0.0001063441,0.0001074917,0.0004055224,0.00004627993,0.00003066187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001949242,0.001959299,0.9060323,0.00006353801,0.00002533076,0.000001279304,0.0629342,0.0007587787,0.002398949,0.01031804,0.00001097102,0.01530241],"study_design_scores_gemma":[0.0008409944,0.0001967695,0.9651833,0.00004205681,0.000003942082,8.560123e-7,0.0205355,0.009820474,0.003009822,0.0003036452,0.000002329067,0.00006029524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9349357,0.0000169251,0.06322259,0.0002019443,0.000007707024,0.001402958,0.000004914426,0.000009858896,0.0001973588],"genre_scores_gemma":[0.9994418,0.000002031138,0.0001366096,0.00005687523,0.000003352079,0.0003537872,0.000001578569,0.000002088712,0.000001848492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06450608,"threshold_uncertainty_score":0.2686811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0114313438844919,"score_gpt":0.314284820237105,"score_spread":0.3028534763526131,"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."}}