{"id":"W2150266240","doi":"10.1109/itng.2009.60","title":"Implementation of a Physical Activity Monitoring System for the Elderly People with Built-in Vital Sign and Fall Detection","year":2009,"lang":"en","type":"article","venue":"","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Wearable computer; Computer science; Remote patient monitoring; Wireless; Heart beat; Real-time computing; Embedded system; Human–computer interaction; Computer security; Telecommunications; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002083547,0.00008979331,0.0001555186,0.00006389937,0.00007751658,0.00008675723,0.0001408279,0.00002288696,2.134301e-7],"category_scores_gemma":[0.000006969436,0.00006218649,0.00003601325,0.0002198914,0.000009726953,0.0005931891,0.00002634038,0.0000552366,6.036128e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006006981,"about_ca_system_score_gemma":0.00002732944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001484327,"about_ca_topic_score_gemma":0.00284723,"domain_scores_codex":[0.9993064,0.0000564988,0.0001122962,0.000218857,0.0001702085,0.0001357627],"domain_scores_gemma":[0.9992653,0.000342256,0.0001057754,0.0001831777,0.00007673473,0.00002675181],"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":[0.00003233197,0.00005416533,0.003915963,0.00003287691,0.00001403729,4.933636e-7,0.001205431,0.00001636987,0.04260429,0.0002007625,0.000001328216,0.9519219],"study_design_scores_gemma":[0.002117388,0.002678857,0.4064417,0.0001062366,0.00003037537,0.00005000306,0.005736814,0.05588723,0.5265172,0.0001378787,0.00002429183,0.0002720629],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5712352,0.000005126347,0.4281886,0.00008828264,0.00004607656,0.0003763066,0.000001235272,0.00003799792,0.00002115836],"genre_scores_gemma":[0.9993185,6.267952e-7,0.0005241595,0.000002625866,0.00006001281,0.00008429395,1.773536e-7,0.000003950441,0.000005656501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9516499,"threshold_uncertainty_score":0.2535891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0215071488567611,"score_gpt":0.2898479514445397,"score_spread":0.2683408025877786,"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."}}