{"id":"W4312087026","doi":"10.1002/alz.067365","title":"Smart Home Tech: an interface to provide feedback to caregivers of persons living with cognitive impairment","year":2022,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Bruyère; University of Ottawa","funders":"","keywords":"Interface (matter); Activities of daily living; Cognition; Focus (optics); Focus group; Human–computer interaction; Computer science; Cognitive impairment; Motion sensors; Tracking (education); Sleep (system call); Applied psychology; Psychology; Multimedia; Artificial intelligence; Psychiatry","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":[0.001489691,0.001322027,0.0005419612,0.0008392272,0.0003045178,0.0006126419,0.0008432069,0.0009430508,0.03721226],"category_scores_gemma":[0.004744083,0.0002801127,0.0003929209,0.0003315279,0.0001770521,0.001206042,0.001394711,0.0003804318,0.006118511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001824179,"about_ca_system_score_gemma":0.0002349207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003492473,"about_ca_topic_score_gemma":0.000591751,"domain_scores_codex":[0.9995801,0.0001922002,0.00005033734,0.00006093945,0.00008150416,0.00003498257],"domain_scores_gemma":[0.997044,0.002102881,0.0001194586,0.0001266918,0.0003487876,0.0002580631],"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":[0.006226755,0.0016426,0.01448922,0.00251007,0.0001263051,0.003411997,0.008481909,0.001070465,0.05184958,0.001085697,0.261193,0.6479126],"study_design_scores_gemma":[0.005965332,0.01626237,0.1450261,0.002981836,0.0008430763,0.009806067,0.01188144,0.06328458,0.07381938,0.007237018,0.661837,0.001055719],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4574668,0.001805196,0.2949311,0.002826543,0.001170046,0.007077867,0.0197222,0.1746153,0.04038494],"genre_scores_gemma":[0.5763153,0.001351236,0.3536099,0.003157251,0.0004954636,0.007990215,0.01010364,0.003491324,0.04348566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03721226,"threshold_uncertainty_score":0.1244874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02670267715989382,"score_gpt":0.2607924088487746,"score_spread":0.2340897316888808,"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."}}