{"id":"W1992608230","doi":"10.1109/iembs.2011.6090941","title":"A concurrent comparison of inertia sensor-based walking speed estimation methods","year":2011,"lang":"en","type":"article","venue":"","topic":"Diabetic Foot Ulcer Assessment and Management","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Inertial measurement unit; STRIDE; Preferred walking speed; Gait; Treadmill; Power walking; Mean squared error; Gait analysis; Accelerometer; Computer science; Mathematics; Physical medicine and rehabilitation; Artificial intelligence; Medicine; Statistics; Physical therapy","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":[0.002532191,0.0005768473,0.0007343178,0.001575797,0.0002202054,0.0008322389,0.0006256698,0.000647414,0.0007212434],"category_scores_gemma":[0.01152418,0.0003873685,0.0003462277,0.0009083801,0.0001985189,0.0006716736,0.0007268365,0.0003304746,0.0003057019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001834848,"about_ca_system_score_gemma":0.000330194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001723305,"about_ca_topic_score_gemma":0.002894656,"domain_scores_codex":[0.9972641,0.0008615653,0.0002714495,0.0004441472,0.001061018,0.0000976919],"domain_scores_gemma":[0.9946256,0.002076788,0.000445655,0.0004016648,0.002330905,0.0001192944],"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":[0.006625351,0.0008138828,0.1662789,0.001349498,0.001346813,0.0001722742,0.001145678,0.01137568,0.1914115,0.0005692334,0.0008623921,0.6180488],"study_design_scores_gemma":[0.0006128142,0.007339285,0.5860226,0.0001774465,0.001098136,0.001687159,0.0008248938,0.2171586,0.1789155,0.0006372669,0.00518679,0.0003395292],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.843094,0.001209862,0.1523436,0.00007241701,0.0001991212,0.0002897647,0.0004463755,0.0005087645,0.001836163],"genre_scores_gemma":[0.9311497,0.0003350028,0.06705014,0.00004747404,0.00005083501,0.0001601717,0.0004115522,0.00006474288,0.0007303705],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002532191,"threshold_uncertainty_score":0.01339161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1126688947650738,"score_gpt":0.426256253621319,"score_spread":0.3135873588562452,"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."}}