{"id":"W4413258562","doi":"10.2196/67297","title":"Balance Improvement and Fall Risk Reduction in Stroke Survivors After Treatment With a Wearable Home-Use Gait Device: Single-Arm Longitudinal Study With 1-Year Follow-Up","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gait; Balance (ability); Physical medicine and rehabilitation; Wearable computer; Stroke (engine); Medicine; Reduction (mathematics); Longitudinal study; Physical therapy; Gait analysis; Computer science; Engineering","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":[0.002267785,0.0006507846,0.001310482,0.001319265,0.001366377,0.0008665989,0.0004953163,0.001301922,0.00113011],"category_scores_gemma":[0.002757342,0.000545016,0.001544149,0.001020661,0.0003718059,0.0008508526,0.0005801523,0.00114056,0.0005494643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000517202,"about_ca_system_score_gemma":0.0005665227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007717599,"about_ca_topic_score_gemma":0.008642805,"domain_scores_codex":[0.9991185,0.0002273546,0.00008784371,0.0001332001,0.0002181946,0.0002148714],"domain_scores_gemma":[0.9982468,0.0001397208,0.0006145988,0.0001197174,0.0004585425,0.0004206897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01349184,0.01021629,0.9573523,0.0001048818,0.001123393,0.0002502238,0.0006773456,0.0001566461,0.001316426,0.00001533843,0.0004367059,0.01485863],"study_design_scores_gemma":[0.000318056,0.01099045,0.9875645,0.00001470265,0.0002381632,0.00008235261,0.0001998431,0.0001738283,0.0001720662,0.00001220346,0.0002151586,0.00001859188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990969,0.0002508691,0.00008148667,0.00002518568,0.0000114726,0.00009460936,0.000214909,0.000009482501,0.0002150618],"genre_scores_gemma":[0.9977899,0.0001679925,0.00016759,0.00006503189,0.00002231376,0.0001815867,0.0007822451,0.000004282909,0.0008190775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007717599,"threshold_uncertainty_score":0.01534539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04849173970607747,"score_gpt":0.3997318027064912,"score_spread":0.3512400630004137,"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."}}