{"id":"W4392791921","doi":"10.2196/46282","title":"Motion Tracking of Daily Living and Physical Activities in Health Care: Systematic Review From Designers’ Perspective","year":2024,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hong Kong Polytechnic University","keywords":"Perspective (graphical); Activities of daily living; Tracking (education); Motion (physics); Health care; mHealth; Match moving; Systematic review; Computer science; Physical medicine and rehabilitation; Psychology; Medicine; Human–computer interaction; Gerontology; MEDLINE; Physical therapy; Nursing; Psychological intervention; Artificial intelligence; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001815374,0.0005806193,0.004603353,0.0005628946,0.0001629665,0.0001751385,0.0004049396,0.000201373,0.000001433567],"category_scores_gemma":[0.0002065367,0.0004754973,0.0002808032,0.0008717928,0.00007889444,0.0005656396,0.000226094,0.0008480847,0.00000842678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001238099,"about_ca_system_score_gemma":0.001932169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001789866,"about_ca_topic_score_gemma":0.0003254529,"domain_scores_codex":[0.993599,0.002501295,0.001693218,0.001137441,0.000494042,0.0005750207],"domain_scores_gemma":[0.9955752,0.001672639,0.001615088,0.0006389273,0.0001237394,0.0003743662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001463484,0.00005167422,0.000001756339,0.7176122,0.00003668387,0.000004814975,0.01196475,1.708179e-8,3.162716e-8,0.0004500724,0.00004913164,0.2698274],"study_design_scores_gemma":[0.0001556205,0.0003015217,0.00004506868,0.9938154,0.0006543783,0.0001065424,0.002850561,0.0001834797,1.678564e-7,0.0001904563,0.001264547,0.0004322677],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008369119,0.9926647,0.001942403,0.0004624488,0.0002781129,0.00430604,0.00009418253,0.0001186316,0.00004978493],"genre_scores_gemma":[0.0261386,0.9726098,0.0002062135,0.0002692463,0.0001549073,0.0005408926,0.00001687232,0.00004799885,0.00001553154],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2762032,"threshold_uncertainty_score":0.9997697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09798157268221475,"score_gpt":0.411173529180519,"score_spread":0.3131919564983043,"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."}}