{"id":"W4410519522","doi":"10.2196/67265","title":"Use of Wearable Sensors to Assess Fall Risk in Neurological Disorders: Systematic Review","year":2025,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Wearable computer; Medicine; Wearable technology; Computer science; Embedded system; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006423834,0.001688647,0.007427276,0.01136917,0.0005954439,0.00232499,0.002054786,0.001718811,0.004335619],"category_scores_gemma":[0.03678671,0.0009312348,0.007586293,0.01251713,0.0008746898,0.00229079,0.001363577,0.0008702841,0.0003673632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002417132,"about_ca_system_score_gemma":0.008369053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008111923,"about_ca_topic_score_gemma":0.02408549,"domain_scores_codex":[0.9930773,0.002000883,0.002831563,0.0005111979,0.00140767,0.0001714127],"domain_scores_gemma":[0.9689849,0.02283398,0.00523809,0.0003722892,0.002341859,0.0002287635],"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":[0.0001325552,0.00001448869,0.001171649,0.9566368,0.007192948,0.00007151034,0.0001259998,0.00006539872,0.0000669286,0.00008091229,0.001146105,0.03329469],"study_design_scores_gemma":[0.0001407984,0.0001714763,0.005931656,0.9201998,0.06213956,0.0003260002,0.0002281642,0.000095218,0.0001280538,0.0001605748,0.01044101,0.00003773503],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008346047,0.9981532,0.0001163017,0.0001382211,0.00006781302,0.0001649283,0.0003432377,0.000007619768,0.0001740411],"genre_scores_gemma":[0.01157469,0.9868993,0.0005208745,0.0002806664,0.00005681289,0.0003654291,0.0002213455,0.000004603457,0.00007627605],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01136917,"threshold_uncertainty_score":0.03397286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1511810458975243,"score_gpt":0.4778772727121572,"score_spread":0.326696226814633,"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."}}