{"id":"W7131103977","doi":"10.1109/upwiecon67212.2025.11390281","title":"AI-Enhanced Wearable Sensors Connected to Cloud Platforms for Continuous Health Monitoring in Aging Populations","year":2025,"lang":"","type":"article","venue":"","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cloud computing; Wearable computer; Process (computing); Wearable technology; Anomaly detection; Population; Continuous monitoring","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":[0.0005014579,0.0004047112,0.0004000152,0.0005272339,0.0003200285,0.0008211033,0.0009369905,0.0004648859,0.002058376],"category_scores_gemma":[0.001168685,0.0001603849,0.0002917375,0.0005572219,0.0002126567,0.0009834911,0.001043182,0.0004547167,0.0007604104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004303712,"about_ca_system_score_gemma":0.0006246194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002925164,"about_ca_topic_score_gemma":0.004512322,"domain_scores_codex":[0.9995292,0.00009811915,0.00003228604,0.0001062316,0.0001743188,0.0000598656],"domain_scores_gemma":[0.9995589,0.0000909064,0.00005137217,0.00007055197,0.0001739329,0.00005434444],"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":[0.002091127,0.0009458393,0.0353893,0.0008408835,0.0003449952,0.002387888,0.001101357,0.04028504,0.2039732,0.02993461,0.03213772,0.650568],"study_design_scores_gemma":[0.0001727982,0.0007363324,0.0297398,0.000227831,0.0002490511,0.00166217,0.0007032464,0.7779837,0.1014795,0.02054777,0.06636174,0.0001361883],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.174148,0.003087704,0.7964397,0.001937396,0.0006257144,0.0005445324,0.001343571,0.007399721,0.01447373],"genre_scores_gemma":[0.8719231,0.0008504769,0.121505,0.0006822489,0.0001339634,0.0002022901,0.0005212546,0.00009638172,0.004085227],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002925164,"threshold_uncertainty_score":0.006886005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05401135750144125,"score_gpt":0.3504346009641183,"score_spread":0.2964232434626771,"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."}}