{"id":"W4380576197","doi":"10.2196/45231","title":"Implementing Active Assisted Living Technology in the Long-term Care of People Living With Dementia to Address Loneliness: European Survey","year":2023,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Horizon 2020 Framework Programme; Marie Curie","keywords":"Loneliness; Dementia; Context (archaeology); Assisted living; Long-term care; Gerontology; Psychology; Medicine; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.003343906,0.000255921,0.000455695,0.001939973,0.0004404018,0.0008251415,0.0004684926,0.0007255864,0.001281307],"category_scores_gemma":[0.004019108,0.000305885,0.0007992263,0.002134916,0.0002842682,0.001036728,0.001264572,0.0005237655,0.0003830507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000646735,"about_ca_system_score_gemma":0.0008029527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007180712,"about_ca_topic_score_gemma":0.008655263,"domain_scores_codex":[0.9983447,0.0005150678,0.0004979384,0.00019633,0.0002642496,0.0001818239],"domain_scores_gemma":[0.9962806,0.0005623809,0.001665168,0.0001604527,0.0008134185,0.0005178762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001425005,0.0003158723,0.9797783,0.0008477381,0.0001695626,0.000234881,0.003553953,0.00007090659,0.0002732213,0.00007307248,0.00176487,0.01277512],"study_design_scores_gemma":[0.0000130929,0.0001848247,0.9935482,0.0002061632,0.00003707028,0.0002075336,0.003750968,0.00006670575,0.00006595648,0.00001361361,0.001896136,0.00000977165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940041,0.0010855,0.0002946515,0.0001574535,0.00001477376,0.0002323032,0.003078699,0.000008542393,0.001124036],"genre_scores_gemma":[0.9904978,0.002357172,0.001004588,0.0005879576,0.00002214918,0.000714483,0.004140611,0.000007368784,0.000667782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007180712,"threshold_uncertainty_score":0.01768452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03715094466791418,"score_gpt":0.3113174251784301,"score_spread":0.274166480510516,"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."}}