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Effectiveness of Rehabilitation Strategies for Stimulus-bound Behavior. 刺激约束行为康复策略的有效性。
IF 1.5 Pub Date : 2026-02-03 eCollection Date: 2026-01-01 DOI: 10.2490/prm.20260005
Tomohiro Omori, Chiharu Shiratori, Wataru Kakuda
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引用次数: 0
Applications of Peripheral Magnetic Stimulation in Rehabilitation: A Scoping Review. 外周磁刺激在康复治疗中的应用综述。
IF 1.5 Pub Date : 2026-01-31 eCollection Date: 2026-01-01 DOI: 10.2490/prm.20260004
Takuya Fukushima, Kimitaka Hase, Jiro Nakano

Background: Peripheral magnetic stimulation is increasingly used to treat dysfunctions associated with various disorders. However, there is currently no consensus regarding its efficacy across specific populations, disease conditions, intervention settings, treatment durations, or outcomes. This scoping review aimed to identify, summarize, and map relevant literature on peripheral magnetic stimulation, clarifying its application by disease type, treatment site, functional impairments, outcomes, and intervention setting.

Methods: A systematic search was conducted across several databases, including PubMed/MEDLINE, CINAHL Complete, Cochrane Library, Web of Science, and PEDro. Studies that examined the impact of peripheral magnetic stimulation on dysfunction across all disease types and populations were included.

Results: Of 804 screened articles, 97 met the inclusion criteria. Peripheral magnetic stimulation was primarily used for musculoskeletal, neurological, and incontinence-related diseases, focusing on disease-specific outcomes related to muscle and physical function in the affected areas. Conversely, its use in internal diseases was predominantly limited to chronic obstructive pulmonary disease, with few studies addressing its efficacy in cardiovascular diseases, cancer, and diabetes mellitus. Furthermore, peripheral magnetic stimulation settings varied widely, even when applied to similar diseases or dysfunctions.

Conclusions: Peripheral magnetic stimulation is primarily used to treat musculoskeletal, neurological, and incontinence-related diseases, with outcomes centered on disease-specific assessments of muscle and physical function. However, its application in internal diseases remains limited, especially in cardiovascular disease, cancer, and diabetes mellitus. In addition, standardized peripheral magnetic stimulation prescriptions have not yet been established. Future studies should emphasize its implementation in underserved diseases and dysfunctions and establish standardized treatment protocols.

背景:外周磁刺激越来越多地用于治疗与各种疾病相关的功能障碍。然而,目前对其在特定人群、疾病状况、干预环境、治疗持续时间或结果中的疗效尚无共识。本综述旨在识别、总结和绘制外周磁刺激的相关文献,阐明其在疾病类型、治疗部位、功能损伤、结果和干预环境中的应用。方法:系统检索多个数据库,包括PubMed/MEDLINE、CINAHL Complete、Cochrane Library、Web of Science和PEDro。研究包括了外周磁刺激对所有疾病类型和人群功能障碍的影响。结果:804篇筛选文章中,97篇符合纳入标准。外周磁刺激主要用于肌肉骨骼、神经系统和失禁相关疾病,重点关注与受影响区域肌肉和身体功能相关的疾病特异性结果。相反,其在内科疾病中的应用主要局限于慢性阻塞性肺疾病,很少有研究涉及其在心血管疾病、癌症和糖尿病中的疗效。此外,外周磁刺激设置差异很大,即使应用于类似的疾病或功能障碍。结论:外周磁刺激主要用于治疗肌肉骨骼、神经系统和尿失禁相关疾病,其结果集中于对肌肉和身体功能的疾病特异性评估。然而,其在内科疾病中的应用仍然有限,特别是在心血管疾病、癌症和糖尿病方面。此外,规范的外周磁刺激处方尚未建立。未来的研究应强调在治疗不足的疾病和功能障碍方面的应用,并建立标准化的治疗方案。
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引用次数: 0
Relationship between Early Postoperative Regional Phase Angle and Walking Ability in Older Adult Patients with Hip Fracture. 老年髋部骨折术后早期区域相位角与行走能力的关系。
IF 1.5 Pub Date : 2026-01-29 eCollection Date: 2026-01-01 DOI: 10.2490/prm.20260003
Takahiro Toriyama, Akira Kubo, Keita Tomii, Toshiyasu Sakurai, Hiroyuki Kodaira

Objectives: : This study aimed to clarify the relationship between early postoperative regional phase angle (PhA) and walking ability at discharge in older patients with hip fractures.

Methods: : The study included patients aged 75 years or older who underwent treatment for hip fractures at our hospital. We calculated the regional PhA from bioelectrical impedance analysis conducted between 3 and 7 days after surgery and investigated the association of PhA with walking ability at discharge.

Results: : Overall, 255 cases were included in the analysis (61 men, average age 86.3 years; 194 women, average age 88.1 years). The results of intergroup comparisons based on walking ability demonstrated that the effect size (r) was large for lower limb PhA in men and upper limb PhA in women, whereas the effect size was small for trunk PhA in both men and women. Multiple logistic regression analysis with walking ability as the dependent variable revealed that cognitive function and sound-side lower limb PhA were associated with walking ability in men, whereas age, fracture type, cognitive function, and sound-side upper limb PhA were associated factors in women.

Conclusions: : The prediction of walking ability in older patients with hip fractures may be possible using PhA data. The results of this study suggest that lower limb PhA for men and upper limb PhA for women are optimal indicators of walking ability at discharge.

目的:本研究旨在阐明老年髋部骨折患者术后早期区域相位角(PhA)与出院时行走能力的关系。方法:本研究纳入了在我院接受髋部骨折治疗的75岁及以上患者。我们通过术后3至7天的生物电阻抗分析计算了局部PhA,并研究了PhA与出院时行走能力的关系。结果:共纳入255例,其中男性61例,平均年龄86.3岁;女性194例,平均年龄88.1岁。基于行走能力的组间比较结果表明,男性下肢PhA和女性上肢PhA的效应量(r)较大,而男性和女性躯干PhA的效应量较小。以行走能力为因变量的多元logistic回归分析显示,男性行走能力与认知功能和声侧下肢PhA相关,女性行走能力与年龄、骨折类型、认知功能和声侧上肢PhA相关。结论:利用PhA数据预测老年髋部骨折患者的行走能力是可能的。本研究结果表明,男性下肢PhA和女性上肢PhA是出院时行走能力的最佳指标。
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引用次数: 0
Comprehensive Rehabilitation in a Child with Joubert Syndrome: A Case Report. 儿童Joubert综合征综合康复一例报告。
IF 1.5 Pub Date : 2026-01-16 eCollection Date: 2026-01-01 DOI: 10.2490/prm.20260002
Emmanuel Mathews, Vinay Goyal, Amit Mhambre, Anil Kumar Gaur
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引用次数: 0
A Systematic Review of Digital Health for Non-older Adults with Risk of Sarcopenia. 有肌少症风险的非老年人数字健康系统评价
IF 1.5 Pub Date : 2026-01-08 eCollection Date: 2026-01-01 DOI: 10.2490/prm.20260001
Kenta Ushida, Ryo Momosaki, Momoko Tohyama, Yuki Kato, Yuka Shirai, Issei Kameda, Miho Shimizu, Asuka Hori, Yuya Sakurai, Hiroki Sato, Yuki Nakashima, Masatsugu Okamura, Norio Yamamoto, Takahiro Tsuge, Kaori Endo, Shota Hayashi, Kenichi Fudeyasu, Daisuke Matsumoto, Hidenori Arai

Objectives: Non-older adults are at risk of developing sarcopenia, and exercise and increased physical activity are effective preventive interventions. Digital interventions, including gamification, may enhance the effects of exercise interventions. This systematic review and meta-analysis examined the effects of digital health interventions on muscle strength, muscle mass, and physical function in non-older adults at risk of sarcopenia.

Methods: We conducted a systematic review of randomized controlled trials that evaluated the effects of digital health interventions on outcomes related to sarcopenia. Literature searches were performed in MEDLINE (Ovid), Web of Science Core Collection, and CENTRAL databases. Risk of bias was assessed according to established guidelines, and meta-analyses were conducted. The certainty of evidence was rated using the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) framework.

Results: In total, 28 studies were analyzed. The pooled results indicated that digital health interventions led to improvements in grip strength, performance in the chair-stand test, walking speed, Dynamic Gait Index, and Timed Up-and-Go test. In contrast, lower limb muscle strength and lean body mass did not show meaningful improvements. Although no major risks of bias were identified, the strength of the evidence remained limited because of the small number of studies and participants included.

Conclusions: This systematic review suggests that digital health interventions may lead to modest improvements in muscle strength, muscle mass, and physical function in non-older adults at risk of sarcopenia, although the current evidence remains inconclusive. Further studies are needed to establish their effect.

目的:非老年人有发生肌肉减少症的风险,锻炼和增加体力活动是有效的预防干预措施。包括游戏化在内的数字干预可能会增强锻炼干预的效果。本系统综述和荟萃分析研究了数字健康干预对有肌肉减少症风险的非老年人肌肉力量、肌肉质量和身体功能的影响。方法:我们对随机对照试验进行了系统回顾,评估了数字健康干预对肌肉减少症相关结果的影响。在MEDLINE (Ovid)、Web of Science Core Collection和CENTRAL数据库中进行文献检索。根据既定指南评估偏倚风险,并进行meta分析。使用建议评估、发展和评价分级(GRADE)框架对证据的确定性进行评级。结果:共分析28项研究。综合结果表明,数字健康干预导致握力、椅架测试、步行速度、动态步态指数和定时起身测试中的表现有所改善。相比之下,下肢肌肉力量和瘦体重没有明显的改善。虽然没有发现主要的偏倚风险,但由于纳入的研究和受试者数量较少,证据的强度仍然有限。结论:本系统综述表明,数字健康干预可能会导致有肌肉减少症风险的非老年人肌肉力量、肌肉质量和身体功能的适度改善,尽管目前的证据仍不确定。需要进一步的研究来确定它们的效果。
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引用次数: 0
Physical Inactivity Syndrome: A Risk Factor and Target for Intervention-A Narrative Review. 缺乏身体活动综合征:一个危险因素和干预目标-一篇叙述性综述。
IF 1.5 Pub Date : 2025-12-25 eCollection Date: 2025-01-01 DOI: 10.2490/prm.20250041
Masahiro Kohzuki

The aging of the world's population has caused a dramatic change in the overall health of patients, with many suffering from disuse syndrome-a condition caused by immobility and bed rest. Even among people who are able to live independently, newly defined issues such as frailty, sarcopenia, locomotive syndrome, and hospitalization-associated disability have rapidly emerged, and it has been found that physical inactivity is a key cause of these issues. Disuse syndrome is a term that is mainly used in Japan but not widely accepted elsewhere because of its negative connotations. Moreover, although the term physical inactivity is widely used, it has a strong connotation of simply referring to reduced physical activity and does not emphasize that it also poses systemic and multi-organ risks. To solve these problems, in this narrative review, I propose a new academic term-physical inactivity syndrome (PIS)- to describe the diverse physical, mental, and social symptoms and disorders caused by bed rest and decreased physical activity. PIS serves as an umbrella term for disuse syndrome, physical inactivity, frailty, sarcopenia, and related diseases. Furthermore, the effects of rehabilitation and exercise therapy required to prevent and treat PIS are introduced. It is necessary for medical professionals to be fully aware of the risks of PIS, properly acquire the skills needed to improve patient activity, and carry out prevention and treatment with sufficient confidence.

世界人口的老龄化给病人的整体健康状况带来了巨大的变化,许多人患有残疾综合症——一种由不活动和卧床休息引起的疾病。即使在能够独立生活的人群中,新定义的问题,如虚弱,肌肉减少症,运动综合征和住院相关残疾也迅速出现,并且已经发现缺乏运动是这些问题的关键原因。“废用综合症”这个词主要在日本使用,但由于其负面含义,在其他地方没有被广泛接受。此外,虽然“缺乏身体活动”一词被广泛使用,但它有很强的内涵,只是指身体活动的减少,而没有强调它也会带来全身和多器官的风险。为了解决这些问题,在这篇叙述性综述中,我提出了一个新的学术术语——缺乏身体活动综合征(physical inactivity syndrome, PIS)——来描述由于卧床休息和身体活动减少而引起的各种身体、精神和社会症状和障碍。PIS是废用综合征、缺乏运动、虚弱、肌肉减少症和相关疾病的总称。此外,还介绍了预防和治疗PIS所需的康复和运动治疗的效果。医疗专业人员有必要充分认识到PIS的风险,适当掌握改善患者活动所需的技能,并有足够的信心开展预防和治疗。
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引用次数: 0
Relationship of Physical Factors to the Acceptability and Unacceptability of Short Foot Exercise: A Preliminary Study. 身体因素与短足运动可接受性和不可接受性关系的初步研究。
IF 1.5 Pub Date : 2025-12-16 eCollection Date: 2025-01-01 DOI: 10.2490/prm.20250040
Koichiro Sota, Akihiro Bokoi, Taichi Shiromaru, Hiyori Sano, Yuna Shibata, Kotaro Kawaguchi

Objectives: This study aimed to examine the physical characteristics of participants who can and cannot perform the short foot exercise (SFE).

Methods: This prospective observational study was conducted in a university laboratory in Japan. University students (aged ≥18 years) enrolled between April and December 2024 were recruited as participants. We measured height, weight, foot length, medial longitudinal arch height, and toe grip strength. Ultrasonography captured transverse images of the intrinsic foot muscles, including the abductor hallucis, flexor hallucis brevis, and flexor digitorum brevis. Participants received single-instruction SFE training in a sitting position and were classified into two groups: SFE possible and SFE not possible. Those in the SFE not possible group received an additional 10 min of instruction before reattempting SFE. Based on performance, participants were categorized into three groups: those who succeeded after initial instruction (SFE-A), after practice (SFE-PT), or remained incapable (SFE-NP). Statistical analysis was conducted using one-way analysis of variance (ANOVA) and multiple comparison tests for each measurement and analysis item, with the significance level set at P < 0.05.

Results: In female participants, toe grip strength was lower in the SFE-A group than in the SFE-PT and SFE-NP groups, whereas no significant differences were observed in male participants or in muscle morphology and the navicular drop index in either sex.

Conclusions: These findings suggest that immediate performance of the SFE may not necessarily be associated with greater toe grip strength or larger intrinsic muscle size but may relate to coordination between intrinsic and extrinsic muscles.

目的:本研究旨在研究能够和不能进行短足运动(SFE)的参与者的身体特征。方法:本前瞻性观察研究在日本一所大学实验室进行。在2024年4月至12月期间招募的大学生(年龄≥18岁)作为参与者。我们测量了身高、体重、脚长、内侧纵弓高度和脚趾握力。超声检查捕获足内肌的横向图像,包括拇外展肌、拇短屈肌和趾短屈肌。参与者在坐姿上接受单一指令的SFE训练,并被分为两组:可能SFE和不可能SFE。不可能完成SFE的一组在重新尝试SFE之前接受了额外10分钟的指导。根据表现,参与者被分为三组:经过初始指导(SFE-A),经过实践(SFE-PT)或仍然无法(SFE-NP)的人。对各测量和分析项目采用单因素方差分析(ANOVA)和多重比较检验进行统计学分析,显著性水平设为P。结果:女性受试者中,SFE-A组的脚趾握力低于SFE-PT和SFE-NP组,而男性受试者中,肌肉形态和舟形落差指数在两性中均无显著差异。结论:这些发现表明,SFE的即时表现可能不一定与更大的脚趾握力或更大的内在肌肉尺寸有关,但可能与内在和外在肌肉之间的协调有关。
{"title":"Relationship of Physical Factors to the Acceptability and Unacceptability of Short Foot Exercise: A Preliminary Study.","authors":"Koichiro Sota, Akihiro Bokoi, Taichi Shiromaru, Hiyori Sano, Yuna Shibata, Kotaro Kawaguchi","doi":"10.2490/prm.20250040","DOIUrl":"10.2490/prm.20250040","url":null,"abstract":"<p><strong>Objectives: </strong>This study aimed to examine the physical characteristics of participants who can and cannot perform the short foot exercise (SFE).</p><p><strong>Methods: </strong>This prospective observational study was conducted in a university laboratory in Japan. University students (aged ≥18 years) enrolled between April and December 2024 were recruited as participants. We measured height, weight, foot length, medial longitudinal arch height, and toe grip strength. Ultrasonography captured transverse images of the intrinsic foot muscles, including the abductor hallucis, flexor hallucis brevis, and flexor digitorum brevis. Participants received single-instruction SFE training in a sitting position and were classified into two groups: SFE possible and SFE not possible. Those in the SFE not possible group received an additional 10 min of instruction before reattempting SFE. Based on performance, participants were categorized into three groups: those who succeeded after initial instruction (SFE-A), after practice (SFE-PT), or remained incapable (SFE-NP). Statistical analysis was conducted using one-way analysis of variance (ANOVA) and multiple comparison tests for each measurement and analysis item, with the significance level set at P < 0.05.</p><p><strong>Results: </strong>In female participants, toe grip strength was lower in the SFE-A group than in the SFE-PT and SFE-NP groups, whereas no significant differences were observed in male participants or in muscle morphology and the navicular drop index in either sex.</p><p><strong>Conclusions: </strong>These findings suggest that immediate performance of the SFE may not necessarily be associated with greater toe grip strength or larger intrinsic muscle size but may relate to coordination between intrinsic and extrinsic muscles.</p>","PeriodicalId":74584,"journal":{"name":"Progress in rehabilitation medicine","volume":"10 ","pages":"20250040"},"PeriodicalIF":1.5,"publicationDate":"2025-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12703198/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145770256","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Combined Extracorporeal Shock Wave Therapy and Botulinum Toxin Injection for Spasticity in the Acute Phase of Spinal Cord Injury: A Case Report. 体外冲击波联合肉毒毒素注射治疗脊髓损伤急性期痉挛1例。
IF 1.5 Pub Date : 2025-12-10 eCollection Date: 2025-01-01 DOI: 10.2490/prm.20250038
Maiko Nishimura, Risa Harada, Takumi Hirabayashi, Yuka Muranaka, Toshiki Usui, Mariko Nagase, Ryoga Kashima, Wataru Saho, Ryo Yoshikawa, Yoshitada Sakai

Background: No standard treatment has been established for acute-phase spasticity after spinal cord injury (SCI). This case report demonstrates the impact of combining extracorporeal shock wave therapy (ESWT) and botulinum toxin administration on mobilization in the acute phase of SCI-associated spasticity.

Case: A man aged in his 50s was admitted to our hospital following a bicycle collision with an automobile. The patient was diagnosed with a non-ossifying cervical SCI without radiographic abnormality. Spasticity in both lower limbs impaired the patient's ability to perform a standing movement and maintain a stable position. Considering the necessity of spasticity management, ESWT and botulinum toxin injection were administered.

Discussion: Range of motion (ROM) and Modified Ashworth Scale (MAS) score of the lower limbs, as well as the standing posture, were evaluated. After radical ESWT and botulinum toxin injection, both ROM and MAS improved. The patient gained the ability to maintain a standing position with the assistance of only one person and was able to sit stably without assistance.

Conclusions: The administration of ESWT and botulinum toxin injection during the acute care hospital stay for spasticity may be beneficial for promoting early mobilization.

背景:脊髓损伤(SCI)后急性期痉挛的标准治疗方法尚未建立。本病例报告展示了联合体外冲击波治疗(ESWT)和肉毒杆菌毒素给药对急性期sci相关痉挛的动员的影响。案例:一名50多岁的男子因自行车与汽车相撞而入院。患者被诊断为非骨化性颈椎脊髓损伤,影像学检查无异常。双下肢痉挛损害了患者站立运动和保持稳定位置的能力。考虑到痉挛处理的必要性,给予ESWT和肉毒杆菌毒素注射。讨论:评估下肢活动度(ROM)、改良Ashworth量表(MAS)评分及站立姿势。经根治性ESWT和肉毒杆菌毒素注射后,ROM和MAS均有改善。患者在一个人的帮助下获得了保持站立位置的能力,并且能够在没有帮助的情况下稳定地坐下。结论:在痉挛的急性护理住院期间给予ESWT和肉毒杆菌毒素注射可能有利于促进早期活动。
{"title":"Combined Extracorporeal Shock Wave Therapy and Botulinum Toxin Injection for Spasticity in the Acute Phase of Spinal Cord Injury: A Case Report.","authors":"Maiko Nishimura, Risa Harada, Takumi Hirabayashi, Yuka Muranaka, Toshiki Usui, Mariko Nagase, Ryoga Kashima, Wataru Saho, Ryo Yoshikawa, Yoshitada Sakai","doi":"10.2490/prm.20250038","DOIUrl":"10.2490/prm.20250038","url":null,"abstract":"<p><strong>Background: </strong>No standard treatment has been established for acute-phase spasticity after spinal cord injury (SCI). This case report demonstrates the impact of combining extracorporeal shock wave therapy (ESWT) and botulinum toxin administration on mobilization in the acute phase of SCI-associated spasticity.</p><p><strong>Case: </strong>A man aged in his 50s was admitted to our hospital following a bicycle collision with an automobile. The patient was diagnosed with a non-ossifying cervical SCI without radiographic abnormality. Spasticity in both lower limbs impaired the patient's ability to perform a standing movement and maintain a stable position. Considering the necessity of spasticity management, ESWT and botulinum toxin injection were administered.</p><p><strong>Discussion: </strong>Range of motion (ROM) and Modified Ashworth Scale (MAS) score of the lower limbs, as well as the standing posture, were evaluated. After radical ESWT and botulinum toxin injection, both ROM and MAS improved. The patient gained the ability to maintain a standing position with the assistance of only one person and was able to sit stably without assistance.</p><p><strong>Conclusions: </strong>The administration of ESWT and botulinum toxin injection during the acute care hospital stay for spasticity may be beneficial for promoting early mobilization.</p>","PeriodicalId":74584,"journal":{"name":"Progress in rehabilitation medicine","volume":"10 ","pages":"20250038"},"PeriodicalIF":1.5,"publicationDate":"2025-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12685600/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145727275","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development and Statistical Validation of a Machine Learning Model for Predicting Functional Outcomes at Discharge after Bipolar Hip Arthroplasty. 用于预测双相髋关节置换术后出院功能结果的机器学习模型的开发和统计验证。
IF 1.5 Pub Date : 2025-12-10 eCollection Date: 2025-01-01 DOI: 10.2490/prm.20250039
Takehiro Kaneoka, Tomohiro Kawazoe, Kazuhiro Yamazaki, Gen Shiraishi

Objectives: Hip fractures in aging populations pose a major healthcare burden, and predicting discharge motor function may enable timely interventions. We aimed to develop a machine learning model with statistically validated reliability to predict motor Functional Independence Measure (mFIM) scores at discharge in patients who underwent bipolar hip arthroplasty (BHA).

Methods: This retrospective study was conducted at a regional hospital providing integrated care. A total of 201 hips treated with BHA for femoral neck fractures were analyzed. The primary outcome was the discharge mFIM score. Ten predictors were assessed: age; sex; presence of hypertension, diabetes, or heart failure; body mass index; Hasegawa Dementia Scale-Revised (HDS-R) score; time from admission to surgery; time from surgery to transfer to the convalescent ward; pre-fracture mobility status; pre-fracture independence level; and mFIM score at transfer. Six machine learning models were developed with hyperparameter tuning. Feature importance was evaluated using SHapley Additive exPlanations (SHAP), and results were compared with multiple regression for consistency.

Results: Light gradient boosting machine achieved the highest predictive performance (R2 = 0.84). SHAP analysis revealed that the most influential predictors were mFIM score at transfer to the rehabilitation ward, HDS-R score, and pre-fracture independence level. These factors were identified as significant variables in multiple linear regression.

Conclusions: We developed a reliable and interpretable machine learning model to predict discharge mFIM scores in patients who underwent BHA. Key predictors of the model were supported by SHAP and multiple regression analysis. This model can assist clinicians in setting appropriate rehabilitation goals and discharge plans early during recovery.

目的:老年人群髋部骨折是主要的医疗负担,预测出院运动功能可能使及时干预成为可能。我们的目标是开发一种具有统计验证可靠性的机器学习模型,以预测双相髋关节置换术(BHA)患者出院时的运动功能独立测量(mFIM)评分。方法:本回顾性研究在一家提供综合护理的地区医院进行。对201例经BHA治疗股骨颈骨折的髋部进行分析。主要观察指标为出院mFIM评分。评估了十个预测因素:年龄;性;存在高血压、糖尿病或心力衰竭;身体质量指数;Hasegawa痴呆量表-修订(HDS-R)评分;从入院到手术的时间;从手术到转到康复病房的时间;裂缝前活动状态;压裂前独立水平;和mFIM转学分数。利用超参数整定建立了6个机器学习模型。使用SHapley加性解释(SHAP)评估特征重要性,并将结果与多元回归进行一致性比较。结果:光梯度增强机预测效果最佳(R2 = 0.84)。SHAP分析显示,最具影响的预测因子是转至康复病房时的mFIM评分、HDS-R评分和骨折前独立性水平。这些因素在多元线性回归中被确定为显著变量。结论:我们开发了一个可靠且可解释的机器学习模型来预测BHA患者的出院mFIM评分。模型的关键预测因子采用SHAP和多元回归分析。该模型可以帮助临床医生在康复早期设定适当的康复目标和出院计划。
{"title":"Development and Statistical Validation of a Machine Learning Model for Predicting Functional Outcomes at Discharge after Bipolar Hip Arthroplasty.","authors":"Takehiro Kaneoka, Tomohiro Kawazoe, Kazuhiro Yamazaki, Gen Shiraishi","doi":"10.2490/prm.20250039","DOIUrl":"10.2490/prm.20250039","url":null,"abstract":"<p><strong>Objectives: </strong>Hip fractures in aging populations pose a major healthcare burden, and predicting discharge motor function may enable timely interventions. We aimed to develop a machine learning model with statistically validated reliability to predict motor Functional Independence Measure (mFIM) scores at discharge in patients who underwent bipolar hip arthroplasty (BHA).</p><p><strong>Methods: </strong>This retrospective study was conducted at a regional hospital providing integrated care. A total of 201 hips treated with BHA for femoral neck fractures were analyzed. The primary outcome was the discharge mFIM score. Ten predictors were assessed: age; sex; presence of hypertension, diabetes, or heart failure; body mass index; Hasegawa Dementia Scale-Revised (HDS-R) score; time from admission to surgery; time from surgery to transfer to the convalescent ward; pre-fracture mobility status; pre-fracture independence level; and mFIM score at transfer. Six machine learning models were developed with hyperparameter tuning. Feature importance was evaluated using SHapley Additive exPlanations (SHAP), and results were compared with multiple regression for consistency.</p><p><strong>Results: </strong>Light gradient boosting machine achieved the highest predictive performance (R<sup>2 </sup>= 0.84). SHAP analysis revealed that the most influential predictors were mFIM score at transfer to the rehabilitation ward, HDS-R score, and pre-fracture independence level. These factors were identified as significant variables in multiple linear regression.</p><p><strong>Conclusions: </strong>We developed a reliable and interpretable machine learning model to predict discharge mFIM scores in patients who underwent BHA. Key predictors of the model were supported by SHAP and multiple regression analysis. This model can assist clinicians in setting appropriate rehabilitation goals and discharge plans early during recovery.</p>","PeriodicalId":74584,"journal":{"name":"Progress in rehabilitation medicine","volume":"10 ","pages":"20250039"},"PeriodicalIF":1.5,"publicationDate":"2025-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12685601/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145727221","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reliability and Validity of the Japanese Perme ICU Mobility Score: An Initial Psychometric Evaluation. 日本Perme ICU活动能力评分的信度和效度:初步的心理测量评估。
IF 1.5 Pub Date : 2025-12-03 eCollection Date: 2025-01-01 DOI: 10.2490/prm.20250037
Sho Katayama, Tomohiro Ikeda, Nobuto Nakanishi, Hajime Katsukawa, Ricardo Kenji Nawa, Christiane Perme, Toshifumi Ozaki, Masanori Hamada, Ikumi Sato, Satoshi Hirohata

Objectives: : The Perme ICU Mobility Score is widely used to assess functional status, but no version of this assessment tool has been validated for use in Japan. This study aimed to translate the Perme Score into Japanese and evaluate its reliability and validity.

Methods: : Following forward-backward translation, the Japanese Perme Score was tested at ICU discharge. Inter-rater reliability was examined using weighted kappa coefficient. Construct validity was assessed through correlations with the Medical Research Council Sum Score (MRC-SS), Functional Status Score for the ICU (FSS-ICU), and ICU Mobility Scale (IMS). Predictive validity for activities of daily living (ADL) independence (Barthel Index ≥ 85) and discharge destination was evaluated using Receiver operating characteristic (ROC) analysis. Floor and ceiling effects were also analyzed.

Results: : In 69 patients, the Japanese Perme Score showed high inter-rater reliability (κ=0.83). It showed moderate correlation with FSS-ICU (rho=0.61) and IMS (rho=0.73), and it showed weak correlation with MRC-SS (rho=0.36). Predictive validity for ADL independence and home discharge yielded AUCs of 0.76 and 0.73, respectively. A ceiling effect was noted in 10% of cases, with no floor effect.

Conclusion: s: The Japanese Perme Score is a reliable, valid instrument for evaluating physical function at ICU discharge.

目的:Perme ICU活动能力评分被广泛用于评估功能状态,但该评估工具的版本尚未在日本得到验证。本研究的目的是将本量表翻译成日文,并评估其信度和效度。方法:采用前后翻译法,在ICU出院时检测日语Perme评分。采用加权kappa系数检验评等间信度。通过与医学研究委员会总评分(MRC-SS)、ICU功能状态评分(FSS-ICU)和ICU流动性量表(IMS)的相关性来评估结构效度。采用受试者工作特征(ROC)分析评估日常生活活动(ADL)独立性(Barthel指数≥85)和出院目的地的预测效度。还分析了地板效应和天花板效应。结果:69例患者的日本Perme评分具有较高的评分间信度(κ=0.83)。与FSS-ICU (rho=0.61)、IMS (rho=0.73)呈中度相关,与MRC-SS呈弱相关(rho=0.36)。ADL独立性和家庭出院的预测效度auc分别为0.76和0.73。10%的病例存在天花板效应,而没有地板效应。结论:日本Perme评分是一种可靠、有效的评估ICU出院时身体功能的工具。
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引用次数: 0
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Progress in rehabilitation medicine
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