{"id":"W2102529886","doi":"10.2522/ptj.20070251","title":"Use of the Berg Balance Scale for Predicting Multiple Falls in Community-Dwelling Elderly People: A Prospective Study","year":2008,"lang":"en","type":"article","venue":"Physical Therapy","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":403,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University","funders":"","keywords":"Berg Balance Scale; Predictive validity; Receiver operating characteristic; Balance (ability); Prospective cohort study; Poison control; Falling (accident); Scale (ratio); Rehabilitation; Injury prevention; Psychology; Fear of falling; Gerontology; Physical therapy; Medicine; Environmental health; Clinical psychology; Psychiatry; Internal medicine; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004137991,0.0001490005,0.0003813464,0.00003239074,0.0009124611,0.000005641387,0.0002650155,0.00007432216,0.0000016363],"category_scores_gemma":[0.0001381602,0.0001055575,0.0001335904,0.0003163251,0.00007614293,0.0001692696,0.00007060152,0.0008093507,0.0000041121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000649568,"about_ca_system_score_gemma":0.00006678847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001577956,"about_ca_topic_score_gemma":0.001517181,"domain_scores_codex":[0.9978336,0.001050393,0.0003765732,0.0001992836,0.0002092908,0.0003308415],"domain_scores_gemma":[0.9974437,0.001697694,0.0002489348,0.0004281991,0.00014124,0.00004025305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002593943,0.00385608,0.9087594,0.0000535967,0.00003418652,1.835275e-7,0.07339726,0.00001867876,0.01239141,0.00004967286,0.00004173566,0.001138436],"study_design_scores_gemma":[0.003364248,0.000485725,0.9850898,0.0001676892,0.000008919365,2.122799e-7,0.005236563,0.004204051,0.0001421636,0.001094102,0.00010125,0.0001052792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995953,0.00003920708,0.0002226634,0.00006909415,0.0001817609,0.00334313,0.00003174687,0.00005008718,0.0001093651],"genre_scores_gemma":[0.9985529,0.00009229737,0.0001945513,0.0001054714,0.0002090199,0.0006394297,0.000008101056,0.0000274366,0.0001708366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07633043,"threshold_uncertainty_score":0.7018005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07041521342098794,"score_gpt":0.3692766115067478,"score_spread":0.2988613980857599,"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."}}