{"title":"基于决策树模型的髋关节骨关节炎患者跌倒的临床预测规则。","authors":"Takashi Tsuru, Shigeharu Tanaka, Atsushi Shinonaga, Gaito Kitada, Masahiro Taguchi, Yasushi Miura","doi":"10.1177/10538127251355926","DOIUrl":null,"url":null,"abstract":"<p><p>BackgroundThe factors and thresholds associated with falls in patients with hip osteoarthritis (HOA) have not been clarified. This study aimed to clarify the internal factors associated with falls in patients with HOA and their thresholds using a decision tree analysis.MethodsThe study participants were 203 patients with HOA scheduled to undergo total hip arthroplasty at multiple facilities in Japan. The study evaluated various potential predictors, including sociodemographic factors, medical information, and assessments of motor function. Classification and regression tree techniques were used to develop clinical prediction rules.ResultsIn total, 24.1% of the participants had experienced a fall. Age was selected as the first factor for falls in patients with HOA, with age > 79 years found to be highly associated with falls (57.1%). Pain scores on the Japanese Orthopaedic Association Hip-Disease Evaluation Questionnaire (JHEQ) were selected as the second factor. The findings indicated that even among those aged ≤ 69 years, those with a JHEQ pain score ≤ 9 (severe pain) were more likely to experience a fall (40.7%). The model demonstrated a fair level of predictive performance, as indicated by the area under the receiver operating characteristic curve (AUROC) of 0.738.ConclusionBeing older and having severe pain even at a young age were identified as significant predictors of falls among patients with HOA. These findings could help health-care providers develop more effective interventions to prevent falls in patients with HOA.</p>","PeriodicalId":15129,"journal":{"name":"Journal of Back and Musculoskeletal Rehabilitation","volume":" ","pages":"10538127251355926"},"PeriodicalIF":1.4000,"publicationDate":"2025-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A clinical prediction rule based on the decision tree model for falls among patients with hip osteoarthritis.\",\"authors\":\"Takashi Tsuru, Shigeharu Tanaka, Atsushi Shinonaga, Gaito Kitada, Masahiro Taguchi, Yasushi Miura\",\"doi\":\"10.1177/10538127251355926\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>BackgroundThe factors and thresholds associated with falls in patients with hip osteoarthritis (HOA) have not been clarified. This study aimed to clarify the internal factors associated with falls in patients with HOA and their thresholds using a decision tree analysis.MethodsThe study participants were 203 patients with HOA scheduled to undergo total hip arthroplasty at multiple facilities in Japan. The study evaluated various potential predictors, including sociodemographic factors, medical information, and assessments of motor function. Classification and regression tree techniques were used to develop clinical prediction rules.ResultsIn total, 24.1% of the participants had experienced a fall. Age was selected as the first factor for falls in patients with HOA, with age > 79 years found to be highly associated with falls (57.1%). Pain scores on the Japanese Orthopaedic Association Hip-Disease Evaluation Questionnaire (JHEQ) were selected as the second factor. The findings indicated that even among those aged ≤ 69 years, those with a JHEQ pain score ≤ 9 (severe pain) were more likely to experience a fall (40.7%). The model demonstrated a fair level of predictive performance, as indicated by the area under the receiver operating characteristic curve (AUROC) of 0.738.ConclusionBeing older and having severe pain even at a young age were identified as significant predictors of falls among patients with HOA. These findings could help health-care providers develop more effective interventions to prevent falls in patients with HOA.</p>\",\"PeriodicalId\":15129,\"journal\":{\"name\":\"Journal of Back and Musculoskeletal Rehabilitation\",\"volume\":\" \",\"pages\":\"10538127251355926\"},\"PeriodicalIF\":1.4000,\"publicationDate\":\"2025-07-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Back and Musculoskeletal Rehabilitation\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1177/10538127251355926\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"ORTHOPEDICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Back and Musculoskeletal Rehabilitation","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1177/10538127251355926","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ORTHOPEDICS","Score":null,"Total":0}
A clinical prediction rule based on the decision tree model for falls among patients with hip osteoarthritis.
BackgroundThe factors and thresholds associated with falls in patients with hip osteoarthritis (HOA) have not been clarified. This study aimed to clarify the internal factors associated with falls in patients with HOA and their thresholds using a decision tree analysis.MethodsThe study participants were 203 patients with HOA scheduled to undergo total hip arthroplasty at multiple facilities in Japan. The study evaluated various potential predictors, including sociodemographic factors, medical information, and assessments of motor function. Classification and regression tree techniques were used to develop clinical prediction rules.ResultsIn total, 24.1% of the participants had experienced a fall. Age was selected as the first factor for falls in patients with HOA, with age > 79 years found to be highly associated with falls (57.1%). Pain scores on the Japanese Orthopaedic Association Hip-Disease Evaluation Questionnaire (JHEQ) were selected as the second factor. The findings indicated that even among those aged ≤ 69 years, those with a JHEQ pain score ≤ 9 (severe pain) were more likely to experience a fall (40.7%). The model demonstrated a fair level of predictive performance, as indicated by the area under the receiver operating characteristic curve (AUROC) of 0.738.ConclusionBeing older and having severe pain even at a young age were identified as significant predictors of falls among patients with HOA. These findings could help health-care providers develop more effective interventions to prevent falls in patients with HOA.
期刊介绍:
The Journal of Back and Musculoskeletal Rehabilitation is a journal whose main focus is to present relevant information about the interdisciplinary approach to musculoskeletal rehabilitation for clinicians who treat patients with back and musculoskeletal pain complaints. It will provide readers with both 1) a general fund of knowledge on the assessment and management of specific problems and 2) new information considered to be state-of-the-art in the field. The intended audience is multidisciplinary as well as multi-specialty.
In each issue clinicians can find information which they can use in their patient setting the very next day.