{"id":"W4416929045","doi":"10.2196/75288","title":"Engaging Older Adults and Staff in the Co-Design and Evaluation of Socially Assistive Robot and Virtual Reality Activities for Long-Term Care: User-Centered Study","year":2025,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Virtual reality; Human–robot interaction; Robot; Social robot; Quality of life (healthcare); Activities of daily living","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":[0.001011971,0.0001034355,0.0001837649,0.0001017553,0.0001867836,0.00006449466,0.00005583241,0.00005411873,0.00001699215],"category_scores_gemma":[0.00006516612,0.00009228101,0.00002464156,0.00007817573,0.00007180871,0.0001120806,0.00002795195,0.0001490177,1.517442e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007130412,"about_ca_system_score_gemma":0.00005671847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001858942,"about_ca_topic_score_gemma":0.0004952482,"domain_scores_codex":[0.9984166,0.000853929,0.0001937933,0.0002469885,0.0001587086,0.0001300075],"domain_scores_gemma":[0.9989153,0.0007533577,0.0001109535,0.0001037531,0.00009926332,0.00001736618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001009017,0.0007325486,0.3319858,0.0001453973,0.0002448682,0.00000378021,0.4834794,0.00002668994,0.000232001,0.0009116655,0.0007090603,0.1805198],"study_design_scores_gemma":[0.002813261,0.0001340996,0.775057,0.0001006261,0.00006746459,8.563796e-7,0.2214907,0.0001662306,0.00004660705,0.00004856444,0.000009060233,0.00006548206],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932553,0.0001847377,0.003516112,0.0003033484,0.0001812612,0.001942987,0.000008899653,0.00001516172,0.0005921855],"genre_scores_gemma":[0.9994145,0.000007528382,0.00002834046,0.00007554344,0.00003899588,0.0003416872,0.000009057258,0.000007947599,0.00007641932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4430712,"threshold_uncertainty_score":0.376311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08146121633728345,"score_gpt":0.4529430645880511,"score_spread":0.3714818482507677,"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."}}