{"id":"W4416050621","doi":"10.2196/76609","title":"Research Status and Trends in Virtual Reality Technology for Older Adults: Bibliometric and Visual Analysis","year":2025,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Virtual reality; Visualization; Visual methods; Bibliometrics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.02977033,0.001007233,0.004010741,0.2423874,0.001469767,0.006789193,0.001602934,0.001178422,0.003258543],"category_scores_gemma":[0.1405431,0.0005756168,0.004367158,0.2757921,0.00162096,0.006273733,0.004004365,0.0009292318,0.0005118601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004478743,"about_ca_system_score_gemma":0.01093669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009003263,"about_ca_topic_score_gemma":0.01078738,"domain_scores_codex":[0.9596816,0.007524609,0.01670513,0.003612283,0.01153888,0.0009373722],"domain_scores_gemma":[0.7969287,0.1382857,0.03367685,0.004806458,0.0246022,0.001700142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004254299,0.0001236828,0.3503216,0.2846877,0.01160901,0.0008221863,0.01347204,0.001688164,0.001513922,0.008389147,0.01907423,0.3078729],"study_design_scores_gemma":[0.0001519945,0.0003363778,0.6542757,0.1355691,0.02590677,0.002376965,0.02093503,0.004367998,0.002155836,0.01036115,0.1432324,0.0003307705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2138727,0.6684753,0.006032608,0.007374162,0.0006717924,0.001661154,0.08362286,0.000461577,0.01782769],"genre_scores_gemma":[0.6494415,0.3026189,0.0137393,0.000816406,0.0007235248,0.002918203,0.02840838,0.0001498426,0.00118393],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7576126,"threshold_uncertainty_score":0.1574425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03790618644627614,"score_gpt":0.4285923346182005,"score_spread":0.3906861481719243,"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."}}