{"id":"W3174589773","doi":"10.2196/27972","title":"The Effect of Mixed Reality Technologies for Falls Prevention Among Older Adults: Systematic Review and Meta-analysis","year":2021,"lang":"en","type":"review","venue":"JMIR Aging","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Fall prevention; Meta-analysis; Intervention (counseling); Rehabilitation; Medicine; Falls in older adults; Gerontology; Systematic review; Inclusion and exclusion criteria; Physical therapy; Quality of life (healthcare); Demographics; Fear of falling; MEDLINE; Poison control; Psychology; Injury prevention; Alternative medicine; Nursing; Environmental health; Demography","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":[],"consensus_categories":[],"category_scores_codex":[0.00597958,0.0004573276,0.008032317,0.0001907428,0.0004966785,0.00002760795,0.0003996663,0.0004734407,0.000008750332],"category_scores_gemma":[0.001025217,0.0002355262,0.003494515,0.0008653079,0.00008634917,0.00009941137,0.0002272241,0.0006240539,0.000004790787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009572112,"about_ca_system_score_gemma":0.00008652927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002909074,"about_ca_topic_score_gemma":0.0001239905,"domain_scores_codex":[0.9916696,0.00488512,0.002216013,0.0005702866,0.0002666292,0.0003923622],"domain_scores_gemma":[0.9923714,0.003191538,0.003038049,0.001142807,0.0002154718,0.00004071622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000001471874,0.00002508142,0.00002243744,0.9483918,0.03448131,5.169129e-7,0.00004641452,7.689901e-9,4.627904e-8,0.00006368117,0.0005643026,0.01640294],"study_design_scores_gemma":[0.000203066,0.00003526015,0.00008990669,0.3678532,0.6232929,0.000001201676,0.0002685144,0.00000520929,9.645617e-8,0.00003756243,0.008016656,0.0001964003],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000118338,0.9793544,0.0003880219,0.0001198315,0.00009319789,0.01975298,0.000108624,0.0001203165,0.00005074614],"genre_scores_gemma":[0.0001696356,0.9741781,0.00007285795,0.00001616778,0.00002246305,0.02380977,0.0003081136,0.0000375554,0.001385321],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5888116,"threshold_uncertainty_score":0.9604481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06308195387282775,"score_gpt":0.4421556405288659,"score_spread":0.3790736866560381,"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."}}