{"id":"W4411462690","doi":"10.3389/fragi.2025.1592464","title":"Gait analysis in older adults with mild cognitive impairment: a bibliometric analysis of global trends, hotspots, and emerging frontiers","year":2025,"lang":"en","type":"article","venue":"Frontiers in Aging","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Guangzhou University; Guangzhou University of Chinese Medicine","keywords":"Cognitive impairment; Physical medicine and rehabilitation; Cognition; Gait analysis; Gerontology; Gait; Geography; Psychology; Medicine; Neuroscience","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01128328,0.0009332809,0.003175149,0.1879212,0.00115056,0.004607934,0.001103239,0.0009373187,0.003035468],"category_scores_gemma":[0.05120835,0.0004645351,0.003319431,0.1858324,0.001000229,0.004634876,0.00326044,0.0006406066,0.0005987027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002548971,"about_ca_system_score_gemma":0.005290001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006099926,"about_ca_topic_score_gemma":0.01076973,"domain_scores_codex":[0.9882584,0.001977329,0.004501906,0.001454644,0.003362908,0.0004448865],"domain_scores_gemma":[0.9233198,0.04376604,0.01765543,0.001951761,0.01208943,0.001217542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008541803,0.0001288213,0.4410625,0.1745619,0.009364195,0.00101078,0.008243003,0.001313427,0.002078385,0.003983621,0.02388102,0.3335183],"study_design_scores_gemma":[0.000145843,0.0003974953,0.8290133,0.04912648,0.01291698,0.002763973,0.01133377,0.00248621,0.00110655,0.004326753,0.08617072,0.0002118224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.352328,0.5209181,0.002412917,0.004116407,0.000359335,0.001019884,0.1087634,0.0003838238,0.009698166],"genre_scores_gemma":[0.6176159,0.3070271,0.01077598,0.0007124049,0.0006443516,0.002127394,0.05947215,0.0001297251,0.001494918],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8120788,"threshold_uncertainty_score":0.05967242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008678596761019404,"score_gpt":0.3254573404305517,"score_spread":0.3167787436695323,"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."}}