{"id":"W2729651793","doi":"10.1093/geroni/igx004.1488","title":"LUDO: AN INTERVENTION SYSTEM TO DETER PERSONS WITH MILD DEMENTIA FROM INACTIVITY AND RESTLESSNESS","year":2017,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Simon Fraser University; University of Alberta; Toronto Rehabilitation Institute","funders":"","keywords":"Intervention (counseling); Dementia; Psychology; Psychological intervention; Wearable computer; Human–computer interaction; Cognitive psychology; Applied psychology; Developmental psychology; Computer science; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.000372027,0.001007767,0.0006324861,0.0008765996,0.0003282721,0.0004687539,0.001357062,0.0006775238,0.01426259],"category_scores_gemma":[0.00142027,0.0003108407,0.0004434178,0.0001992314,0.0002099085,0.0007402819,0.001679911,0.0004530177,0.00325349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002694745,"about_ca_system_score_gemma":0.0004591308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001039503,"about_ca_topic_score_gemma":0.002418463,"domain_scores_codex":[0.9997893,0.00003647677,0.00002304764,0.00005907995,0.00005673151,0.00003544795],"domain_scores_gemma":[0.9995389,0.0001569548,0.00005200748,0.00003291448,0.00007905721,0.0001402925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006084627,0.002932506,0.02384065,0.002455586,0.0002508501,0.001455057,0.001469516,0.00196278,0.0569399,0.001005706,0.1728227,0.7287801],"study_design_scores_gemma":[0.004137294,0.01330016,0.293671,0.00163091,0.00170694,0.007454158,0.0028699,0.1299391,0.1204253,0.008195255,0.4155515,0.001118616],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4194426,0.003333072,0.2583129,0.00255134,0.00116119,0.004888842,0.01343656,0.2601942,0.03667931],"genre_scores_gemma":[0.762207,0.001431045,0.1587047,0.003441304,0.0003236707,0.003549584,0.01117256,0.001825952,0.05734419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01426259,"threshold_uncertainty_score":0.0477131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05060158178808391,"score_gpt":0.3108844135976165,"score_spread":0.2602828318095326,"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."}}