Functional impairment

功能损害
  • 文章类型: Journal Article
    长期禁闭会导致不同程度的个人恶化。我们在马德里Orcasitas社区的功能依赖人群的全国COVID-19封锁期间研究了这一现象,西班牙,通过测量他们进行日常生活基本活动的能力和死亡率。
    共有127例患者纳入Orcasitas队列。在这个队列中,78.7%是女性,21.3%为男性,他们的平均年龄是86岁。所有参与者的Barthel指数≤60。分析了从分娩前到分娩后以及之后3年的变化,并评估了这些变化对生存率的影响(2020-2023年).
    禁闭后功能评估显示,Barthel评分(t=-5.823;p<0.001)和分类水平(z=-2.988;p<0.003)的独立性均优于禁闭前。这种改善在接下来的3年里逐渐消失,该队列中40.9%的患者在此期间死亡。这些结果与Barthel指数(z=-3.646;p<0.001)和依赖水平(风险比2.227;CI1.514-3.276)相关。男性(HR1.745;CI1.045-2.915)和严重依赖者(HR2.169;CI1.469-3.201)的死亡率较高。将Barthel指数的截止点设置为40,可以最好地检测与依赖相关的死亡风险。
    家庭禁闭和COVID-19大流行导致的死亡风险唤醒了功能依赖的成年人群体在逆境中的一种恢复力。Barthel指数是中期和长期死亡率的良好预测指标,并且是在健康计划中检测处于危险中的人群的有用方法。40的截止分数可用于此目的。在某种程度上,非制度化的依赖人口是无形人口。未来的研究应该分析观察到的高死亡率的原因。
    UNASSIGNED: Prolonged confinement can lead to personal deterioration at various levels. We studied this phenomenon during the nationwide COVID-19 lockdown in a functionally dependent population of the Orcasitas neighborhood of Madrid, Spain, by measuring their ability to perform basic activities of daily living and their mortality rate.
    UNASSIGNED: A total of 127 patients were included in the Orcasitas cohort. Of this cohort, 78.7% were female, 21.3% were male, and their mean age was 86 years. All participants had a Barthel index of ≤ 60. Changes from pre- to post-confinement and 3 years afterward were analyzed, and the effect of these changes on survival was assessed (2020-2023).
    UNASSIGNED: The post-confinement functional assessment showed significant improvement in independence over pre-confinement for both the Barthel score (t = -5.823; p < 0.001) and the classification level (z = -2.988; p < 0.003). This improvement progressively disappeared in the following 3 years, and 40.9% of the patients in this cohort died during this period. These outcomes were associated with the Barthel index (z = -3.646; p < 0.001) and the level of dependence (hazard ratio 2.227; CI 1.514-3.276). Higher mortality was observed among men (HR 1.745; CI 1.045-2.915) and those with severe dependence (HR 2.169; CI 1.469-3.201). Setting the cutoff point of the Barthel index at 40 provided the best detection of the risk of death associated with dependence.
    UNASSIGNED: Home confinement and the risk of death due to the COVID-19 pandemic awakened a form of resilience in the face of adversity among the population of functionally dependent adults. The Barthel index is a good predictor of medium- and long-term mortality and is a useful method for detecting populations at risk in health planning. A cutoff score of 40 is useful for this purpose. To a certain extent, the non-institutionalized dependent population is an invisible population. Future studies should analyze the causes of the high mortality observed.
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  • 文章类型: Journal Article
    背景:功能损害是慢性阻塞性肺疾病(COPD)的重要后果。虽然它可以通过简单的测试来识别,例如静坐测试,其患病率,与疾病严重程度的关系,并且呈现这种损害的人的特征仍然未知。
    目的:探讨COPD患者的功能能力。
    方法:对COPD患者和年龄/性别匹配的健康对照者进行横断面研究。通过5次重复(5-STS)和1分钟(1分钟STS)坐立测试来评估功能能力。COPD患者根据全球慢性阻塞性肺疾病倡议(GOLD)分类进行分组。COPD患者和健康对照者之间的比较,并在黄金集团中成立。症状之间的关联,肌肉力量,生活质量,并探讨了功能能力的衡量标准。
    结果:纳入了302名COPD患者[79%男性;平均(SD)68(10)岁]和304名健康对照[75%男性;66(9)岁]。23%的COPD患者在5-STS中表现出损害,在1-minSTS中表现为33%。所有GOLD分类的COPD患者的功能能力均明显低于健康对照组(5-STS:COPD中位数[第1四分位数;第3四分位数]8.4[6.7;10.6]与健康7.4[6.2;9.3]s;1-minSTS:COPD27[21;35]与健康35[29;43]代表)。与症状相关,肌肉力量,生活质量大多较弱(5-STS:rs[-0.34;0.33];1-minSTS:rs[-0.47;0.40])。
    结论:COPD患者的功能能力下降与GOLD分类无关。功能损害的患病率为23-33%。因为功能能力受损是一种可治疗的特征,不能被其他结果准确反映,需要全面的评估和管理。
    BACKGROUND: Functional capacity impairment is a crucial consequence of chronic obstructive pulmonary disease (COPD). Although it can be identified with simple tests, such as the sit-to-stand tests, its prevalence, relation with disease severity, and the characteristics of people presenting this impairment remain unknown.
    OBJECTIVE: To explore the functional capacity of people with COPD.
    METHODS: A cross-sectional study with people with COPD and age-/sex-matched healthy controls was conducted. Functional capacity was assessed with the 5-repetitions (5-STS) and the 1-minute (1-minSTS) sit-to-stand tests. People with COPD were grouped according to the Global Initiative for Chronic Obstructive Lung Disease (GOLD) classifications. Comparisons between people with COPD and healthy controls, and among GOLD groups were established. Associations between symptoms, muscle strength, quality of life, and measures of functional capacity were explored.
    RESULTS: 302 people with COPD [79% male; mean (SD) 68 (10) years old] and 304 healthy controls [75% male; 66 (9) years old] were included. 23% of people with COPD presented impairment in the 5-STS and 33% in the 1-minSTS. People with COPD from all GOLD classifications presented significantly lower functional capacity than healthy controls (5-STS: COPD median [1st quartile; 3rd quartile] 8.4 [6.7; 10.6] versus healthy 7.4 [6.2; 9.3] s; 1-minSTS: COPD 27 [21; 35] vs healthy 35 [29; 43] reps). Correlations with symptoms, muscle strength, and quality of life were mostly weak (5-STS: rs [-0.34; 0.33]; 1-minSTS: rs [-0.47; 0.40]).
    CONCLUSIONS: People with COPD have decreased functional capacity independently of their GOLD classifications. The prevalence of functional impairment is 23-33%. Because impaired functional capacity is a treatable trait not accurately reflected by other outcomes, comprehensive assessment and management is needed.
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  • 文章类型: Journal Article
    在这项研究中,我们旨在评估骨病内脏手法(OVM)联合物理治疗疼痛的有效性,抑郁症,慢性机械性下腰痛(LBP)患者的功能障碍。
    共评估了118例慢性机械性LBP患者,在2021年1月至2022年8月期间,符合纳入标准的86例纳入了随机对照研究.患者被随机分配到第1组(n=43),接受物理治疗(5天/周,总共15个疗程)与OVM(每周2天,间隔3天),或第2组(n=43),接受物理治疗(5天/周,总共15个疗程)与假OVM(每周2天,间隔3天)。两组均在治疗前后及治疗后第4周进行评估。
    7名患者失访,这项研究完成了79名患者(25名男性,54名女性;平均年龄:46.87±14.12岁;范围,19至75岁)。疼痛,抑郁症,两组的功能障碍评分均得到改善(均为p=0.001).这种改善在治疗结束后第4周持续。然而,改善疼痛,抑郁症,第1组的功能损害评分显著高于第2组(均p=0.001).
    结果表明,OVM与物理治疗相结合可改善疼痛,抑郁症,慢性机械性下腰痛患者的功能障碍。我们认为,在该患者人群中,OVM技术应与其他物理治疗方式相结合。
    UNASSIGNED: In this study, we aimed to evaluate the effectiveness of osteopathic visceral manipulation (OVM) combined with physical therapy in pain, depression, and functional impairment in patients with chronic mechanical low back pain (LBP).
    UNASSIGNED: A total of 118 patients with chronic mechanical LBP were assessed, and 86 who met the inclusion criteria were included in the randomized-controlled study between January 2021 and August 2022. The patients were randomized to either Group 1 (n=43), which underwent physical therapy (5 days/week, for a total of 15 sessions) combined with OVM (2 days/week with three-day intervals), or Group 2 (n=43), which underwent physical therapy (5 days/week, for a total of 15 sessions) combined with sham OVM (2 days/week with three-day intervals). Both groups were assessed before and after treatment and at the fourth week post-treatment.
    UNASSIGNED: Seven patients were lost to follow-up, and the study was completed with 79 patients (25 males, 54 females; mean age: 46.87±14.12 years; range, 19 to 75 years). Pain, depression, and functional impairment scores were all improved in both groups (p=0.001 for all). This improvement was sustained at week four after the end of treatment. However, improvement in the pain, depression, and functional impairment scores was significantly higher in Group 1 than in Group 2 (p=0.001 for all).
    UNASSIGNED: The results suggest that OVM combined with physical therapy is useful to improve pain, depression, and functional impairment in patients with chronic mechanical low back pain. We believe that OVM techniques should be combined with other physical therapy modalities in this patient population.
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  • 文章类型: Journal Article
    目的:研究德国80岁及以上人群的住院相关因素(总样本,按性别分层)。
    方法:我们使用的数据来自全国代表性的“德国老年(D80)”(分析样本:n=9572个人),包括德国80岁及以上的个人。制度化(私人生活与制度化)作为一种结果衡量标准。对于书面采访,数据收集时间为2020年11月至2021年4月。应用了总体样本的多重逻辑回归(也按性别分层)。
    结果:在分析样本中,10.2%(95%CI:9.2%-11.3%)的参与者被制度化。被制度化的几率与女性呈正相关(OR:2.02,95%CI:1.08至3.80),90岁及以上(与80-84岁相比,OR:1.67,95%CI:1.17至2.40),未结婚(例如,单身与已婚相比:OR:14.06,95%CI:6.73至29.37),高等教育(例如,高等教育与低教育相比:OR:1.88,95%CI:1.25至2.84),更有利的自我评估健康(OR:1.32,95%CI:1.07至1.62)和更大的功能损害(OR:15.34,95%CI:11.91至19.74)。还进行了性别分层回归,大多产生类似的结果。
    结论:我们的研究强调了几种社会人口统计学因素的作用(尤其是婚姻状况,例如,单身)和功能受损,导致德国最古老的老年人机构化风险。这项研究证实了在年轻样本中的研究结果,即功能下降是与制度化相关的主要因素。由于功能下降可能是可修改的,努力保持功能能力可能很重要。这些知识对相关群体(如临床医生和决策者)很重要,因为它可以指导早期干预和预防工作。可以帮助有效地分配医疗资源,并制定支持独立生活的政策。建议使用纵向数据进一步洞察。
    OBJECTIVE: To examine the factors associated with institutionalization among individuals aged 80 years and over in Germany (total sample and stratified by sex).
    METHODS: We used data from the nationally representative \'Old Age in Germany (D80+)\' (analytic sample: n = 9572 individuals), including individuals aged 80 years and over in Germany. Institutionalization (private living vs. institutionalization) served as an outcome measure. For the written interview, data collection took place from November 2020 to April 2021. Multiple logistic regressions of the overall sample (also stratified by sex) were applied.
    RESULTS: In the analytic sample, 10.2% (95% CI: 9.2%-11.3%) of the participants were institutionalized. The odds of being institutionalized were positively associated with being female (OR: 2.02, 95% CI: 1.08 to 3.80), being 90 years and over (compared to 80-84 years, OR: 1.67, 95% CI: 1.17 to 2.40), not being married (e.g., being single compared to being married: OR: 14.06, 95% CI: 6.73 to 29.37), higher education (e.g., high education compared to low education: OR: 1.88, 95% CI: 1.25 to 2.84), more favorable self-rated health (OR: 1.32, 95% CI: 1.07 to 1.62) and greater functional impairment (OR: 15.34, 95% CI: 11.91 to 19.74). Sex-stratified regressions were also conducted, mostly yielding similar results.
    CONCLUSIONS: Our study highlighted the role of several sociodemographic factors (particularly marital status, e.g., being single) and functional impairment for the risk of institutionalization among the oldest old in Germany. This study confirms findings in studies in younger samples that functional decline is the main factor associated with institutionalization. As functional decline may be modifiable, efforts to maintain functional abilities may be important. This knowledge is important for relevant groups (such as clinicians and policy-makers) because it may guide early intervention and prevention efforts, can help allocate healthcare resources effectively and shape policies to support independent living. Further insights using longitudinal data is recommended.
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  • 文章类型: Journal Article
    背景:功能损害是复杂慢性疾病患者最决定性的预后因素之一。更明显的功能障碍表明疾病正在进展,这需要实施诊断和治疗行动来阻止疾病的恶化。
    目的:本研究旨在通过预测Barthel指数(BI)来预测复杂慢性疾病患者的临床状况。使用人工智能模型和通过物联网移动设备收集的数据来评估他们的临床和功能状态。
    方法:设计了一项2期前瞻性单中心观察性研究。在这两个阶段,招募患者,并分配了可穿戴活动跟踪器来收集身体活动数据。患者分为A类(BI≤20;总依赖性),B级(2060;中度或轻度依赖,或独立)。使用数据预处理和机器学习技术来分析移动数据。使用决策树来实现鲁棒和可解释的模型。为了评估预测的质量,几个指标,包括平均绝对误差,中值绝对误差,并考虑了均方根误差。使用SPSS和Python进行机器学习建模的统计分析。
    结果:总体而言,包括90例复杂慢性疾病患者:1期50例(A类:n=10;B类:n=20;C类:n=20),2期40例(B类:n=20,C类:n=20)。大多数患者(n=85,94%)有照顾者。BI的平均值为58.31(SD24.5)。关于助行器,60%(n=52)的患者不需要艾滋病,而其他人需要步行者(n=18,20%),轮椅(n=15,17%),手杖(n=4,7%),拐杖(n=1,1%)。关于临床复杂性,85%(n=76)符合患者的息肉病理学标准,平均为2.7(SD1.25)类别,69%(n=61)符合脆弱标准,21%(n=19)符合复杂慢性病患者标准。最具特征性的症状是呼吸困难(n=73,82%),慢性疼痛(n=63,70%),虚弱(n=62,68%),和焦虑(n=41,46%)。87%(n=78)的患者出现多重用药。用于预测BI的最重要的变量被识别为在晚上和早上时段以及没有移动设备期间的最大步数。该模型在中值预测误差方面表现出一致性,在训练中的中值绝对误差接近5,验证,和类似生产的测试集。识别BI类的模型准确率为91%,88%,90%的人在训练中,验证,和测试集,分别。
    结论:使用市售的移动性记录设备可以识别不同的移动性模式,并根据BI将其与息肉病理学患者的功能能力相关联,而无需使用临床参数。
    BACKGROUND: Functional impairment is one of the most decisive prognostic factors in patients with complex chronic diseases. A more significant functional impairment indicates that the disease is progressing, which requires implementing diagnostic and therapeutic actions that stop the exacerbation of the disease.
    OBJECTIVE: This study aimed to predict alterations in the clinical condition of patients with complex chronic diseases by predicting the Barthel Index (BI), to assess their clinical and functional status using an artificial intelligence model and data collected through an internet of things mobility device.
    METHODS: A 2-phase pilot prospective single-center observational study was designed. During both phases, patients were recruited, and a wearable activity tracker was allocated to gather physical activity data. Patients were categorized into class A (BI≤20; total dependence), class B (2060; moderate or mild dependence, or independent). Data preprocessing and machine learning techniques were used to analyze mobility data. A decision tree was used to achieve a robust and interpretable model. To assess the quality of the predictions, several metrics including the mean absolute error, median absolute error, and root mean squared error were considered. Statistical analysis was performed using SPSS and Python for the machine learning modeling.
    RESULTS: Overall, 90 patients with complex chronic diseases were included: 50 during phase 1 (class A: n=10; class B: n=20; and class C: n=20) and 40 during phase 2 (class B: n=20 and class C: n=20). Most patients (n=85, 94%) had a caregiver. The mean value of the BI was 58.31 (SD 24.5). Concerning mobility aids, 60% (n=52) of patients required no aids, whereas the others required walkers (n=18, 20%), wheelchairs (n=15, 17%), canes (n=4, 7%), and crutches (n=1, 1%). Regarding clinical complexity, 85% (n=76) met patient with polypathology criteria with a mean of 2.7 (SD 1.25) categories, 69% (n=61) met the frailty criteria, and 21% (n=19) met the patients with complex chronic diseases criteria. The most characteristic symptoms were dyspnea (n=73, 82%), chronic pain (n=63, 70%), asthenia (n=62, 68%), and anxiety (n=41, 46%). Polypharmacy was presented in 87% (n=78) of patients. The most important variables for predicting the BI were identified as the maximum step count during evening and morning periods and the absence of a mobility device. The model exhibited consistency in the median prediction error with a median absolute error close to 5 in the training, validation, and production-like test sets. The model accuracy for identifying the BI class was 91%, 88%, and 90% in the training, validation, and test sets, respectively.
    CONCLUSIONS: Using commercially available mobility recording devices makes it possible to identify different mobility patterns and relate them to functional capacity in patients with polypathology according to the BI without using clinical parameters.
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  • 文章类型: Journal Article
    目的:阐明与德国80岁及以上个体孤独感相关的因素(也按性别分层)。
    方法:采用具有全国代表性的“德国老年(D80+)”数据。分析样本等于10031个人。D80+研究包括德国≥80岁的社区住宅和机构化个人。使用多元线性回归(与社会人口统计学和健康相关的解释因素)。数据收集发生在2020年11月至2021年4月之间(书面问卷)。
    结果:较高的孤独感与未结婚显着相关(例如,丧偶与结婚相比,β=0.37,p<.001),制度化(β=0.33,p<.001),低教育(高等教育与低教育相比,β=-0.07,p<.01),更多的慢性疾病(β=0.02,p<.001),自评健康状况差(β=-0.19,p<.001)和更大的功能损害(β=0.15,p<.001)。性别分层回归产生了可比的结果。然而,低教育程度只与男性较高的孤独感有关,但不是女性(有显著的互动:教育x性别)。
    结论:一些社会人口统计学和健康相关因素可能导致德国最年长的老年人的孤独感,教育和孤独之间存在性别特异性联系。总的来说,这些知识可以帮助解决孤独感程度较高的人。
    OBJECTIVE: To clarify the factors associated with loneliness in individuals aged 80 years and older in Germany (also stratified by sex).
    METHODS: Data from the nationally representative \"Old Age in Germany (D80+)\" were employed. The analytic sample equaled 10,031 individuals. The D80+ study included community-dwelling and institutionalized individuals ≥ 80 years in Germany. Multiple linear regressions were used (with sociodemographic and health-related explanatory factors). The collection of data occurred between November 2020 and April 2021 (written questionnaire).
    RESULTS: Higher loneliness was significantly associated with not being married (e.g., widowed compared to being married, β=0.37, p<.001), being institutionalized (β=0.33, p<.001), low education (high education compared to low education, β=-0.07, p<.01), a higher number of chronic conditions (β=0.02, p<.001), poor self-rated health (β=-0.19, p<.001) and greater functional impairment (β=0.15, p<.001). Sex-stratified regressions produced comparable results. However, low education was only associated with higher loneliness among men, but not women (with significant interaction: education x sex).
    CONCLUSIONS: Several sociodemographic and health-related factors can contribute to loneliness among the oldest old in Germany, with sex-specific associations between education and loneliness. Overall, such knowledge can aid to address individuals with higher loneliness levels.
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  • 文章类型: Journal Article
    OBJECTIVE: To observe the effect of acupuncture intervention in the acute phase on functional impairment at 6 months post-onset in patients with first-ever stroke, and provide evidence for selecting optimal acupuncture timing in the real-world setting.
    METHODS: A total of 601 patients with first-ever stroke were divided into an acute intervention group (onset within 14 days, 256 cases) and a non-acute intervention group (onset between 15 and 90 days, 345 cases) based on whether they received acupuncture treatment in the acute phase. The assessments were conducted at baseline and 6 months post-onset, including modified Rankin scale (mRS) score, total number of acupuncture sessions, total number of combined therapies (moxibustion, cupping, tuina and rehabilitation treatment), recurrence, death events and disability. Logistic regression analysis was used to analyze the association between acupuncture timing and the risk of disability at 6 months post-onset. The mRS transition method was employed to assess the effect of acupuncture timing on functional improvement at 6 months post-onset.
    RESULTS: Without adjusting for confounding factors, compared with the non-acute intervention group, the patients in the acute intervention group had reduced risk of disability at 6 months post-onset (OR=0.434, 95%CI: 0.309-0.609, P=0.000). After adjusting for variables i.e. severity of illness, number of acupuncture sessions, and number of cupping sessions, compared with the non-acute intervention group, the patients in the acute intervention group had reduced risk of disability at 6 months post-onset (OR=0.588, 95%CI: 0.388-0.890, P=0.012). After adjusting for all confounding factors, including severity of illness, number of acupuncture sessions, number of cupping sessions, gender, smoking and drinking history, comorbidities, and diagnosis, compared with the non-acute intervention group, the patients in the acute intervention group continued to have a reduced risk of disability at 6 months post-onset (OR=0.629, 95%CI: 0.408-0.971, P=0.036). Both groups showed an overall shift towards lower mRS scores at 6 months post-onset compared to baseline, with a more significant shift towards lower scores in the acute intervention group than the non-acute intervention group.
    CONCLUSIONS: In the real-world setting, acupuncture intervention in the acute phase in patients with first-ever stroke, compared to acupuncture intervention after the acute phase, reduces the risk of disability at 6 months post-onset and improves functional status.
    目的: 观察急性期介入针刺对首次中风患者发病后6个月功能障碍的影响,为真实世界中风患者选择更优针刺时机提供证据。方法: 将601例首次中风患者根据首次接受针刺治疗是否在临床急性期分为急性期介入组(病程≤14 d,256例)和非急性期介入组(病程15~90 d,345例),于入组时采集基线资料;于发病6个月进行随访,主要随访信息包括改良Rankin量表(mRS)评分、针刺总次数、合并应用疗法(艾灸、拔罐、推拿和康复治疗)总次数、复发情况、死亡事件及残障分类,采用多因素logistic回归分析法分析针刺介入时机与中风患者发病6个月残障风险的关联性,采用mRS评分移行法评价针刺介入时机对患者发病后6个月功能改善度的影响。结果: 未调整混杂因素时,与非急性期介入组比较,急性期介入组降低了发病6个月后残障结果的风险(OR=0.434,95%CI:0.309-0.609,P=0.000);在调整病情程度、针刺次数和拔罐次数变量后,与非急性期介入组比较,急性期介入组降低了发病6个月后残障结果的风险(OR=0.588,95%CI:0.388-0.890,P=0.012);在调整病情程度、针刺次数、拔罐次数、性别、烟酒史、合并症、诊断所有混杂因素后,与非急性期介入组比较,急性期介入组降低了发病6个月后残障结果的风险(OR=0.629,95%CI:0.408-0.971,P=0.036)。两组首次中风患者发病6个月后较入组时mRS评分分布均整体向低分移行,急性期介入组较非急性期介入组在发病6个月后mRS评分分布向低分移行更明显。结论: 真实世界中,首次中风患者在急性期介入针刺较非急性期介入针刺能够降低发病6个月后的残障风险,改善发病6个月后的功能状态。.
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  • 文章类型: Journal Article
    平山病(HD)是一种局灶性运动神经元疾病,通常影响以男性为主的年轻人,他们以不对称或单侧的方式在上肢远端肌肉中经历虚弱和萎缩。尽管在2-5年的疾病进展阶段发生了明显的虚弱,但进展是阴险的。HD的长期结果并不为人所知,因此,本研究介绍了HD患者在确诊后数年的自我报告结局.30名HD患者在诊断后平均超过11年后报告了生活质量(QOL)和其他功能结局指标。分析了预测更好或更坏结果的变量。总的来说,尽管大多数患者的功能有限,但QOL受到HD的影响。没有明确的患者属性或其疾病预测结果。
    Hirayama Disease (HD) is a focal motor neuron disorder generally affecting young adults with a male predominance who experience weakness and atrophy in distal upper extremity muscles in an asymmetric or unilateral pattern. Progression is insidious though significant weakness occurs during a progressive phase of the disease over 2-5 years. The long-term outcome of HD is not as well-known and, thus, this study presents self-reported outcomes from HD patients years after a diagnosis. Thirty HD patients reported quality of life (QOL) and other functional outcome measures after a mean of just over 11 years from diagnosis. Variables that predicted better or worse outcome were analyzed. Overall, QOL was affected by HD though most patients were functional with limitations. No clear attributes of patients or their disease predicted outcome.
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  • 文章类型: Journal Article
    背景:评估日常生活活动(ADL)和工具性ADL(iADL)是确定老年人痴呆严重程度和护理需求的关键。然而,这些信息通常仅记录在电子健康记录中的自由文本临床笔记中,并且很难找到。
    目的:本研究旨在开发和验证机器学习模型,以根据临床注释确定ADL和iADL损伤的状态。
    方法:这项横断面研究利用了MassGeneralBrigham研究患者数据存储库的电子健康记录临床记录,并与2007年至2017年的Medicare按服务收费索赔数据相关联,以确定65岁或以上至少有1例痴呆症诊断的个人。在痴呆症诊断的第一个日期之前和之后的180天遇到的注意事项都是随机抽样的。使用由专家策划的关键词过滤的注释句子(过滤的队列)对模型进行训练和验证,并使用未过滤的句子(未过滤的队列)进一步评估。使用接收器工作特征曲线下面积和精确召回曲线下面积(AUPRC)比较模型的性能。
    结果:该研究包括10,000个关键术语过滤的句子,代表441人(n=283,64.2%的女性;平均年龄82.7,SD7.9岁)和1000个未过滤的句子,代表80人(n=56,70%的女性;平均年龄82.8,SD7.5岁)。在两个队列中表现最好的ADL和iADL模型的受试者工作特征曲线下面积较高(>0.97)。对于ADL损伤识别,随机森林模型在筛选队列中取得了最佳AUPRC(0.89,95%CI0.86-0.91);支持向量机模型在未筛选队列中取得了最高AUPRC(0.82,95%CI0.75-0.89).对于iADL损伤,来自变压器的Bio+临床双向编码器表示(BERT)模型的AUPRC最高(已过滤:0.76,95%CI0.68-0.82;未过滤:0.58,95%CI0.001-1.0).与未过滤队列上的关键字搜索方法相比,机器学习将ADL的假阳性率从4.5%降低到0.2%,将iADL的假阳性率从1.8%降低到0.1%。
    结论:在这项研究中,我们展示了机器学习模型基于自由文本临床笔记准确识别ADL和iADL损伤的能力,这可能有助于确定痴呆症的严重程度。
    BACKGROUND: Assessment of activities of daily living (ADLs) and instrumental ADLs (iADLs) is key to determining the severity of dementia and care needs among older adults. However, such information is often only documented in free-text clinical notes within the electronic health record and can be challenging to find.
    OBJECTIVE: This study aims to develop and validate machine learning models to determine the status of ADL and iADL impairments based on clinical notes.
    METHODS: This cross-sectional study leveraged electronic health record clinical notes from Mass General Brigham\'s Research Patient Data Repository linked with Medicare fee-for-service claims data from 2007 to 2017 to identify individuals aged 65 years or older with at least 1 diagnosis of dementia. Notes for encounters both 180 days before and after the first date of dementia diagnosis were randomly sampled. Models were trained and validated using note sentences filtered by expert-curated keywords (filtered cohort) and further evaluated using unfiltered sentences (unfiltered cohort). The model\'s performance was compared using area under the receiver operating characteristic curve and area under the precision-recall curve (AUPRC).
    RESULTS: The study included 10,000 key-term-filtered sentences representing 441 people (n=283, 64.2% women; mean age 82.7, SD 7.9 years) and 1000 unfiltered sentences representing 80 people (n=56, 70% women; mean age 82.8, SD 7.5 years). Area under the receiver operating characteristic curve was high for the best-performing ADL and iADL models on both cohorts (>0.97). For ADL impairment identification, the random forest model achieved the best AUPRC (0.89, 95% CI 0.86-0.91) on the filtered cohort; the support vector machine model achieved the highest AUPRC (0.82, 95% CI 0.75-0.89) for the unfiltered cohort. For iADL impairment, the Bio+Clinical bidirectional encoder representations from transformers (BERT) model had the highest AUPRC (filtered: 0.76, 95% CI 0.68-0.82; unfiltered: 0.58, 95% CI 0.001-1.0). Compared with a keyword-search approach on the unfiltered cohort, machine learning reduced false-positive rates from 4.5% to 0.2% for ADL and 1.8% to 0.1% for iADL.
    CONCLUSIONS: In this study, we demonstrated the ability of machine learning models to accurately identify ADL and iADL impairment based on free-text clinical notes, which could be useful in determining the severity of dementia.
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  • 文章类型: Journal Article
    目的:术前客观功能损害(OFI)的存在是否可以预测腰椎间盘突出症(LDH)患者的术后结局尚不清楚。我们旨在确定通过五次重复坐姿测试(5R-STS)测量的术前OFI是否可以预测椎间盘切除术后12个月的结果。
    方法:从一家荷兰短期脊柱诊所前瞻性招募计划手术的LDH成年患者。5R-STS时间和患者报告的结果指标(PROM),包括Oswestry残疾指数,罗兰-莫里斯残疾问卷,背部和腿部疼痛的视觉模拟评分(VAS),EQ-5D-3L与健康相关的生活质量,术前和12个月时记录EQ5D-VAS和工作能力。5R-STS时间截止≥10.5s用于确定OFI。采用Mann-Whitney和卡方检验来确定根据术前OFI的存在进行分层的组间术后结果的显着差异。
    结果:我们在一项前瞻性研究中招募了134名患者。103例(76.8%)患者完成了12个月的随访。平均年龄为53.2±14.35岁,50例(48.5%)患者为女性。术前,53例(51.5%)患者有OFI,50例(48.5%)没有。术后,与没有OFI的患者相比,有OFI的患者在所有PROM中经历了明显更大的平均变化(p<0.001),除了腿部疼痛(p=0.176)。在12个月时,两组之间的绝对PROM没有显着差异(均p>0.05)。
    结论:基于5R-STS时间的OFI的存在似乎不会降低患者获得满意的术后结局的可能性。5R-STS无法预测LDH患者在12个月随访时对手术的反应。
    OBJECTIVE: It is unknown whether presence of pre-operative objective functional impairment (OFI) can predict post-operative outcomes in patients with lumbar disc herniation (LDH). We aimed to determine whether pre-operative OFI measured by the five-repetition sit-to-stand test (5R-STS) could predict outcomes at 12-months post-discectomy.
    METHODS: Adult patients with LDH scheduled for surgery were prospectively recruited from a Dutch short-stay spinal clinic. The 5R-STS time and patient reported outcome measures (PROMs) including Oswestry Disability Index, Roland-Morris Disability Questionnaire, Visual Analogue Scale (VAS) for back and leg pain, EQ-5D-3L health-related quality of life, EQ5D-VAS and ability to work were recorded pre-operatively and at 12-months. A 5R-STS time cut-off of ≥ 10.5 s was used to determine OFI. Mann-Whitney and Chi-square tests were employed to determine significant differences in post-operative outcomes between groups stratified by presence of pre-operative OFI.
    RESULTS: We recruited 134 patients in a prospective study. Twelve-month follow-up was completed by 103 (76.8%) patients. Mean age was 53.2 ± 14.35 years and 50 (48.5%) patients were female. Pre-operatively, 53 (51.5%) patients had OFI and 50 (48.5%) did not. Post-operatively, patients with OFI experienced a significantly greater mean change (p < 0.001) across all PROMs compared to patients without OFI, except leg pain (p = 0.176). There were no significant differences in absolute PROMs between groups at 12-months (all p > 0.05).
    CONCLUSIONS: The presence of OFI based on 5R-STS time does not appear to decrease a patient\'s likelihood of experiencing satisfactory post-operative outcomes. The 5R-STS cannot predict how a patient with LDH will respond to surgery at 12-month follow-up.
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