{"id":"W4234769683","doi":"10.32920/ryerson.14662047","title":"Increasing quality of life for older adults living in collective dwellings using virtual reality: a feasibility study","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Loneliness; Quality of life (healthcare); Psychology; Tourism; Virtual reality; Gerontology; Social psychology; Medicine; Geography; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002466423,0.0005053205,0.0004002795,0.001153738,0.001506272,0.0006085012,0.0003250845,0.0005227826,0.001784475],"category_scores_gemma":[0.00302793,0.0004177791,0.0007070815,0.0005284129,0.0005337669,0.0007120978,0.00100571,0.0006873322,0.000320116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007160761,"about_ca_system_score_gemma":0.001307647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007932086,"about_ca_topic_score_gemma":0.01968978,"domain_scores_codex":[0.9993058,0.0002786583,0.0000662795,0.00006825391,0.0001161138,0.0001648452],"domain_scores_gemma":[0.9980019,0.0004489723,0.0003126738,0.0001057598,0.0003694366,0.0007613064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0033631,0.03188856,0.8113869,0.0008950016,0.0001695535,0.001899154,0.07045388,0.0002698951,0.007003115,0.0001777974,0.0008672899,0.07162574],"study_design_scores_gemma":[0.000488921,0.03604086,0.9283822,0.00008458207,0.0001237922,0.0005336792,0.03139252,0.0002457071,0.0004217062,0.00005750793,0.002179969,0.00004848171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990048,0.00004124267,0.00009280204,0.00002933762,0.00000303499,0.0004216637,0.00006109862,0.000001967021,0.0003441577],"genre_scores_gemma":[0.9967499,0.0002313132,0.0009033409,0.00006114342,0.00001712869,0.001395621,0.0001522932,0.000001604949,0.0004877357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007932086,"threshold_uncertainty_score":0.01577187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1030310788435836,"score_gpt":0.3934859382777225,"score_spread":0.2904548594341388,"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."}}