Latent Profile Analysis

潜在剖面分析
  • 文章类型: Journal Article
    多年来对社交焦虑(SA)的研究表明,它与不同的精神病理学症状有关。这项研究旨在表征西班牙青少年样本中的SA概况,并探讨他们在精神病理症状方面的差异。使用随机整群抽样收集了15至18岁范围内的1,288名西班牙学生的数据(M=16.30,SD=0.97,47.5%为女性)。采用青少年社交焦虑量表(SAS-A)和症状评估-45问卷(SA-45)。通过潜在谱分析(LPA)揭示了四个SA概况:极端SA,高SA,中度SA,低SA。MANOVA显示了精神病理学症状的统计学显着差异(效应大小从d=-2.13到d=-0.37)。极端的SA表现出最严重的精神病理学症状,而低SA表现出最温和的表现。拟议的干预措施旨在支持具有SA风险特征的青少年。
    Research on social anxiety (SA) over the years has revealed its associations with different psychopathological symptoms. This study aims to characterize SA profiles in a sample of Spanish adolescents and explore their differences in psychopathological symptoms. Data from 1,288 Spanish students in the 15 to 18 age range (M = 16.30, SD = 0.97, 47.5% female) were collected using random cluster sampling. The Social Anxiety Scale for Adolescents (SAS-A) and the Symptom Assessment-45 Questionnaire (SA-45) were employed. Four SA profiles were revealed by the Latent Profile Analysis (LPA): extreme SA, high SA, moderate SA, and low SA. Statistically significant differences in psychopathological symptoms were revealed by the MANOVA (effect sizes from d = -2.13 to d = -0.37). The extreme SA profile exhibited the most severe psychopathological symptoms, whereas the low SA profile displayed the mildest manifestations. Proposed interventions aim to support adolescents with SA risk profiles.
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  • 文章类型: Journal Article
    这项研究基于抑郁症状确定了心理特征,焦虑症状,积极的影响,298名接受维持性透析的患者的创伤后成长,并在基线和1年随访时检查了他们与自我管理的关系。确定了五个心理反应概况:幸福感(42.95%),弹性(26.17%),中等增长的困境(17.79%),陷入困境(11.07%),和高增长的困境(2.01%)。如果患者更年轻,他们更有可能处于痛苦的状态,社会支持较少,接受腹膜透析,患有更大的肾脏疾病症状负担。在基线和1年随访时,幸福感表现出更好的自我管理行为。不良状况与基线时较差的自我管理有关,弹性状况与随访时较差的自我管理有关。研究结果强调了积极心理建构在促进自我管理行为中的有益作用,这意味着除了消除心理困扰,促进积极的心理健康很重要。
    This study identified psychological profiles based on depressive symptoms, anxiety symptoms, positive affect, and posttraumatic growth in 298 patients receiving maintenance dialysis, and examined their relationships with self-management at baseline and 1-year follow-up. Five psychological response profiles were identified: well-being (42.95%), resilient (26.17%), moderate-distress-with-growth (17.79%), distressed (11.07%), and high-distress-with-growth (2.01%). Patients were more likely to be in the distressed profile if they were younger, had less social support, received peritoneal dialysis, and suffered from a greater symptom burden of kidney disease. The well-being profile showed better self-management behavior at baseline and 1-year follow-up. The distressed profile was associated with worse self-management at baseline and the resilient profile was associated with worse self-management at follow-up. The findings highlighted the beneficial role of positive psychological constructs in promoting self-management behavior, which implied that beyond eliminating psychological distress, it is important to facilitate positive psychological well-being.
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  • 文章类型: Journal Article
    改善高血压个体的健康相关生活质量(HRQoL)已成为一个重要的公共卫生问题。然而,目前的研究忽视了高血压患者感知社会支持(PSS)的个体异质性。延迟贴现(DD)的潜在机制,独自生活,关于HRQoL的PSS仍不清楚,需要进一步探索。
    这项研究旨在确定高血压患者中的PSS概况,并检验以下假设:DD介导PSS和HRQoL之间的关系,并且这种介导过程通过单独生活在高血压患者中而受到调节。
    在江苏进行了一项横断面研究,中国。总的来说,1815名高血压患者完成了社会人口统计学和HRQoL问卷,PSS量表,和DD任务。数据分析包括潜在的轮廓分析,χ2检验,Spearman相关分析,和过程宏进行回归分析。
    确定了四个潜在的PSS配置文件:最低(3.2%),中低(26.6%),中高(42.4%),最高(27.8%)。DD介导了PSS与HRQoL之间的关联。这种调解过程的前半部分是通过独居来缓和的。
    我们的研究结果表明,PSS,DD,独居对高血压患者的HRQoL有显著影响。医疗保健专业人员应考虑高血压患者中PSS的变化,并实施干预措施以通过增强PSS来降低DD。以提高这一人群的HRQoL。
    UNASSIGNED: Improving health-related quality of life (HRQoL) among hypertensive individuals has emerged as a significant public health issue. However, current research has ignored the individual heterogeneity of perceived social support (PSS) among hypertensive patients. The potential mechanism of delay discounting (DD), living alone, and PSS on HRQoL remains unclear, and further exploration is required.
    UNASSIGNED: This study aimed to ascertain PSS profiles among hypertensive patients and examine the hypotheses that DD mediates the relationship between PSS and HRQoL and that this mediating process is moderated by living alone in hypertensive patients.
    UNASSIGNED: A cross-sectional study was carried out in Jiangsu, China. In total, 1815 hypertensive patients completed socio-demographic and HRQoL questionnaires, a PSS scale, and a DD task. Data analyses included a latent profile analysis, χ2-test, Spearman correlation analysis, and PROCESS macro for regression analysis.
    UNASSIGNED: Four potential PSS profiles were identified: lowest (3.2%), moderate-low (26.6%), moderate-high (42.4%), and highest (27.8%). DD mediated the association between PSS and HRQoL. The first half of this mediating process was moderated by living alone.
    UNASSIGNED: Our findings indicated that PSS, DD, and living alone significantly influence the HRQoL of individuals with hypertension. Healthcare professionals should consider variations in PSS among hypertensive patients and implement interventions to reduce DD by enhancing PSS, in order to improve the HRQoL of this population.
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  • 文章类型: Journal Article
    人的主观意义感是心理学中一个蓬勃发展的研究课题,但在运动心理学中仍未得到充分探索。本研究采用以人为本的方法来阐明精英运动员生活中的意义(即,潜在轮廓分析)以识别生活中意义来源的不同轮廓,并比较这些配置文件在运动身份方面的差异程度,生活满意度,还有自尊.593名瑞士精英运动员(50.4%为女性,49.6%的男性;法师=24.78岁,SD=4.93)参与研究。意义和目的量表(MAPS)用于评估运动员对有意义的看法,意义的危机,和意义的来源。运动员表现出更高的整体意义,较低的意义危机,与一般人群相比,优先考虑不同的意义来源。潜在轮廓分析揭示了三个不同的意义轮廓:(1)具有多种意义的运动员(n=351),(2)低意义运动员(n=126),(3)基于信仰的运动员(n=110)。值得注意的是,第一次和最后一次的运动员表现出更高的生活满意度和自尊。确定的概况表明,运动员在生活意义的程度和类型上都有所不同。这些发现与运动以外的研究一致,这些研究表明生活中的意义,除了本身是最终价值之外,也与提高生活满意度和自尊有关。个性化的以意义为中心的干预措施对于精英运动员的应用实践是有价值的。
    People\'s subjective sense of meaning in life is a flourishing research topic in psychology but remains underexplored in sport psychology. This study uses a person-oriented method to shed light on meaning in the lives of elite athletes (i.e., latent profile analysis) to identify distinct profiles of sources of meaning in life, and compare the extent to which these profiles differ in relation to athletic identity, life satisfaction, and self-esteem. A sample of 593 Swiss elite athletes (50.4% women, 49.6% men; Mage = 24.78 years, SD = 4.93) participated in the study. The Meaning and Purpose Scales (MAPS) were used to assess athletes\' perceptions of meaningfulness, crisis of meaning, and sources of meaning. Athletes demonstrated higher overall meaningfulness, lower crisis of meaning, and prioritized different sources of meaning compared to the general population. Latent profile analysis revealed three distinct meaning profiles: (1) athletes with multiple meanings (n = 351), (2) athletes with low meaning (n = 126), and (3) faith-based athletes (n = 110). Notably, the athletes in the first and last profile exhibited higher life satisfaction and self-esteem. The identified profiles demonstrate that athletes differ both in the degree and the types of meaning in life. The findings align with studies outside of sport that suggest that meaning in life, in addition to being an end-value in itself, is also related to enhanced life satisfaction and self-esteem. Personalized meaning-focused interventions can be valuable for applied practice with elite athletes.
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  • 文章类型: Journal Article
    塑料产品的广泛接触和认知障碍患者数量的增加给社会带来了沉重的负担。
    本研究旨在调查中国老年人日常生活中塑料制品暴露与认知功能之间的关系。
    数据来自2023年宁夏老年人心理健康队列,包括4045名60岁及以上的参与者。使用简易精神状态检查量表评估认知功能。使用基于人群的塑料暴露问卷来计算塑料暴露得分(PES)。采用二元logistic回归分析PES与认知功能的关系,而限制性三次样条用于检查PES和认知功能之间的剂量反应关系。潜在剖面分析(LPA)被用来探索塑料暴露的潜在模式,采用logistic回归分析不同暴露模式与认知功能的关系。利用线性回归模型研究PES与认知功能不同维度之间的关系。
    在4045名参与者中,1915名个体被评估为轻度认知障碍(MCI)。在调整所有协变量后,PES(OR=1.04,95%CI1.02-1.06)与MCI风险显着相关,并表现出剂量-反应关系。LPA确定了两个潜在的塑料暴露类别,在使用塑料器具的组中观察到MCI的风险更高。
    这项研究表明,塑料暴露水平与MCI风险之间存在正相关,特别是那些经常使用塑料餐具的人。
    UNASSIGNED: The widespread exposure to plastic products and the increasing number of individuals with cognitive impairments have imposed a heavy burden on society.
    UNASSIGNED: This study aims to investigate the relationship between plastic product exposure in daily life and cognitive function in older Chinese individuals.
    UNASSIGNED: Data were obtained from the 2023 Ningxia Older Psychological Health Cohort, comprising 4045 participants aged 60 and above. Cognitive function was assessed using the Mini-Mental State Examination scale. A population-based plastic exposure questionnaire was used to calculate plastic exposure scores (PES). Binary logistic regression was employed to analyze the relationship between PES and cognitive function, while restricted cubic splines were used to examine the dose-response relationship between PES and cognitive function. Latent profile analysis (LPA) was employed to explore the potential patterns of plastic exposure, and logistic regression was used to investigate the relationship between different exposure patterns and cognitive function. A linear regression model was utilized to investigate the relationship between PES and different dimensions of cognitive function.
    UNASSIGNED: Among the 4045 participants, 1915 individuals were assessed with mild cognitive impairment (MCI). After adjusting for all covariates, PES (OR = 1.04, 95% CI 1.02-1.06) was significantly associated with the risk of MCI and exhibited a dose-response relationship. LPA identified two potential categories of plastic exposure, with a higher risk of MCI observed in the group using plastic utensils.
    UNASSIGNED: This study indicates a positive correlation between plastic exposure levels and MCI risk, particularly among individuals who frequently use plastic tableware.
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  • 文章类型: Journal Article
    关系教育对低收入夫妇的结果显示出有希望的影响,例如促进积极的沟通,提高全球关系满意度,育儿,和个人心理困扰。研究还表明,夫妇的基线痛苦(例如,关系和个人)调节结果。然而,很少有研究采用以人为本的方法来分析参与关系教育的人的数据。在488对低收入异性夫妇的样本中,我们根据自我报告的关系满意度和行为自我调节得分确定了男性和女性的潜在群体,从而融合了关系因素和个人因素。结果为男性提供了三级解决方案,为女性提供了四级解决方案。然后,我们检查了完成关系教育干预后(PREP中的12小时)个体心理困扰和关系满意度变化得分的群体特征差异。结果表明存在显著差异,表明小组成员可以预测心理和关系困扰的整体改善。因此,RE程序员和政策制定者可以考虑灵活的交付(例如,或多或少的内容;或多或少的紧张指导),考虑整体基线关系和/或个人功能,而不是一刀切的方法。
    Relationship education has shown promising effects for low-income couples on outcomes such as promoting positive communication, improving global relationship satisfaction, parenting, and individual psychological distress. Studies also indicate that couples\' baseline distress (e.g., relational and individual) moderates outcomes. Yet, few studies implemented a person-centered approach to analyzing data for those who participate in relationship education. In a sample of 488 low-income opposite-gendered couples, we identified latent profile groups for men and women based on self-reported relationship satisfaction and behavioral self-regulation scores, thus incorporating both relational and individual factors. Results yielded a three-class solution for men and a four-class solution for women. We then examined group profile differences in individual psychological distress and relationship satisfaction change scores after completing the relationship education intervention (12 h of PREP\'s Within Our Reach). Results indicated significant differences, suggesting that group membership can predict overall improvements in both psychological and relationship distress. Thus, RE programmers and policymakers may consider flexible delivery (e.g., more or less content; more or less intense coaching) that considers overall baseline relational and/or individual functioning as opposed to a one-size-fits-all method.
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  • 文章类型: Journal Article
    背景:暴露前预防(PrEP)的疗效高度依赖于依从性,坚持行为受动机的影响。这项研究的目的是探讨中国西部男男性行为者(MSM)的PrEP动机与依从性变化之间的纵向关系。
    方法:从2019年11月至2021年6月,我们进行了一项PrEP前瞻性队列研究。在基线时通过PrEP动机量表测量服药动机,并通过潜在谱分析(LPA)分为不同级别的潜在类别。使用多项逻辑回归模型来探索依从性变化(改善,下降,没有变化)和不同水平的PrEP动机。
    结果:MSM分为两类PrEP动机,“高动机组”(n=506,69.89%)和“低动机组”(n=218,30.11%)。高PrEP动机对短期依从性的变化没有显著影响,然而,它有助于提高长期依从性[优势比(OR)=3.028(1.100-8.332),p=0.031]。添加PrEP动机因子后,依从性模型的预测能力显着增强。
    结论:基线时的高PrEP动机与长期依从性的改善之间存在正相关。监测和干预MSM的PrEP动机可以提高他们的依从性,然后促进PrEP疗效。
    BACKGROUND: The efficacy of pre-exposure prophylaxis (PrEP) is highly dependent on adherence, and adherence behavior is influenced by motivation. The aim of this study was to explore the longitudinal relationship between PrEP motivation and change in adherence among men who have sex with men (MSM) in Western China.
    METHODS: From November 2019 to June 2021, we conducted a PrEP prospective cohort study. Motivation to take medicine was measured by the PrEP Motivation Scale at baseline, and was grouped into different levels of latent categories by Latent Profile Analysis (LPA). A multinomial logistic regression model was used to explore the longitudinal relationship between change in adherence (improvement, decline, no change) and different levels of PrEP motivation.
    RESULTS: MSM were divided into two categories of PrEP motivation, a \"high motivation group\" (n = 506, 69.89%) and a \"low motivation group\" (n = 218, 30.11%). High PrEP motivation had no significant effect on the change in short-term adherence, however, it contributed to the improvement in long-term adherence [odds ratio (OR) = 3.028 (1.100-8.332), p = 0.031]. The predictive power of the adherence model was significantly enhanced with the addition of the PrEP motivation factor.
    CONCLUSIONS: There was a positive correlation between high PrEP motivation at baseline and an improvement in long-term adherence. Surveillance and intervention of PrEP motivation in MSM can increase their adherence, and then promote PrEP efficacy.
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  • 文章类型: Journal Article
    综合变化模型描述了几个社会和认知因素(例如,健康态度,社会支持,自我效能)会影响药物依从性。在这个模型的指导下,我们试图确定在亚特兰大的一项行为干预试验中招募的多样化的HIV感染者中ART(抗逆转录病毒治疗)的社会认知促进者依从性的概况,格鲁吉亚(N=477)。要做到这一点,我们对评估6个感兴趣指标的量表的基线反应进行了潜在特征分析:艾滋病毒护理自我效能,社会支持,TasP(治疗即预防)信念,对医疗保健提供者的信任,感知到对艺术的需求,相信艺术。我们回归了内化的紧急概况,颁布,和微侵袭性HIV污名,并比较了前瞻性30天ART依从性和跨概况的几个横断面HIV结局。平均年龄为29岁;83%的参与者是非西班牙裔黑人,53%是同性恋/同性恋身份,12%是性别扩张。出现了三个配置文件:“约束/能力”(6%),具有较高的自我效能感,但提供者信任度较低,社会支持,TasP信仰,ART信任,和艺术需要;“冲突”(13%),具有很高的TasP信念,提供者信任,ART需要适度的自我效能感,ART信任,和社会支持;和“动机”(81%),所有指标的高水平。更大的内在化,颁布,和微攻击性污名与“冲突”相对于“动机”档案成员身份呈正相关。ART-非依从性,未抑制的病毒载量,相对于“动机”配置文件,“冲突”和病毒载量不意识的可能性更大。针对此类概况量身定制的个性化艾滋病毒护理可以改善艾滋病毒感染者的ART依从性和相关结果。
    The Integrated Change Model describes several social and cognitive factors (e.g., health attitudes, social support, self-efficacy) that can affect medication adherence. Guided by this model, we sought to identify profiles of socio-cognitive facilitators of ART (antiretroviral therapy) adherence among diversely minoritized persons living with HIV enrolled in a behavioral intervention trial in Atlanta, Georgia (N = 477). To do this, we performed latent profile analysis on baseline responses to scales assessing 6 indicators of interest: HIV-care self-efficacy, social support, TasP (treatment-as-prevention) beliefs, trust in healthcare providers, perceived need for ART, and trust in ART. We regressed emergent profiles on internalized, enacted, and microaggressive HIV stigma and compared prospective 30-day ART adherence and several cross-sectional HIV outcomes across profiles. Mean age was 29 years; 83% of participants were non-Hispanic Black, 53% were gay/homosexual-identifying, and 12% were gender expansive. Three profiles emerged: \"Constrained/Capable\" (6%), featuring high self-efficacy but low-moderate provider trust, social support, TasP beliefs, ART trust, and ART need; \"Conflicted\" (13%), featuring high TasP beliefs, provider trust, and ART need but moderate self-efficacy, ART trust, and social support; and \"Motivated\" (81%), featuring high levels of all indicators. Greater internalized, enacted, and microaggressive stigma were positively associated with \"Conflicted\" relative to \"Motivated\" profile membership. ART-nonadherence, unsuppressed viral load, and viral load unawareness were more likely for the \"Conflicted\" relative to the \"Motivated\" profile. Personalized HIV care tailored to such profiles may improve ART adherence and related outcomes for minoritized persons living with HIV.
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  • 文章类型: Journal Article
    背景:寡妇,作为衰老过程中的创伤事件,可能导致焦虑和抑郁等不良心理后果。然而,丧偶老人的焦虑和抑郁共病模式的异质性以及症状之间的相互关系尚未得到充分研究。
    方法:从中国纵向健康长寿调查(CLHLS2017-2018)中筛选出10,239名65岁及以上的老年人,使用流行病学研究中心抑郁量表(CESD)和7项广义焦虑症问卷(GAD)评估抑郁和焦虑。通过潜在谱分析(LPA)确定了具有相似症状模式的丧偶老年人亚组。使用“桥梁预期影响”作为中心性指标来表征焦虑-抑郁共病网络的结构。使用casedropbootstrap程序测试了网络稳定性。进行网络比较测试(NCT)以检查LPA亚群之间网络特征的差异。
    结果:LPA确定了二分法:低合并症(n=4457)和高合并症(n=692)。NCT显示网络之间的全球强度存在显着差异(S=0.631,p<0.001)。GAD1(紧张或焦虑)是两个网络的常见桥接症状,而高共病网络的桥接症状还包括GAD3(广义担忧)。
    结论:横截面方法无法验证因果关系,需要进一步的随机对照试验.
    结论:中国丧偶老年人的焦虑抑郁模式可分为低合并症或高合并症。GAD3(广义担忧)可作为干预过程中的核心干预目标。
    BACKGROUND: Widowhood, as a traumatic event in the aging process, may lead to adverse psychological consequences such as anxiety and depression. However, the heterogeneity of anxiety and depression comorbidity patterns in widowed elderly and the interrelationships between symptoms have not been adequately studied.
    METHODS: 10,239 elderly aged 65 years and older were screened from the Chinese Longitudinal Healthy Longevity Survey (CLHLS 2017-2018), to assess depression and anxiety using the Center for Epidemiologic Studies Depression Scale (CESD) and the 7-item Generalized Anxiety Disorder Questionnaire (GAD). The subgroups of widowed elderly with similar patterns of symptoms were identified by latent profile analysis (LPA). The structure of anxiety-depressive comorbidity network was characterized using \"bridge expected influence\" as centrality indices. Network stability was tested using a case drop bootstrap program. A network comparison test (NCT) was performed to examine the differences in network characteristics across LPA subgroups.
    RESULTS: LPA identified dichotomous profiles: low comorbid (n = 4457) and high comorbid (n = 692). NCT revealed a significant difference in the global strength between networks (S = 0.631, p < 0.001). GAD1 (Nervousness or anxiety) is the common bridging symptom for both networks, while the bridging symptom for the high comorbidity network also includes GAD3 (Generalized worry).
    CONCLUSIONS: Cross-sectional methods are unable to verify causal relationships, and further randomized controlled trials are warranted.
    CONCLUSIONS: Anxiety-depressive pattern in Chinese widowed elderly can be categorized into a low comorbid or a high comorbid group. GAD3 (Generalized worry) can be used as the core intervention target during intervention.
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  • 文章类型: Journal Article
    患有持续性躯体症状(PSS)的患者通常会接受躯体或精神病治疗。取决于症状是医学解释(MES)还是无法解释(MUS)。这种分离可能不像以前假设的那样具有临床相关性;然而,目前尚没有对老年PSS患者队列中数据驱动亚组的研究.我们的目标是通过使用数据驱动的方法,在患有PSS的老年患者中,除了MUS和MES的区别之外,确定更多临床相关的同质亚组。我们进行了两次潜在特征分析(LPA),其中一项侧重于6项躯体健康措施,另一个在6种心理社会措施上,使用来自MUS(N=118)或MES(N=154)参与者(>60岁)的病例对照研究的数据,从公众中招募,一般做法和二级医疗保健。我们确定了两个基于躯体健康的(强,脆弱)和四个基于心理健康的(强,脆弱的,孤独,不接受)配置文件。我们发现躯体和心理健康概况之间没有统计学上的显着重叠(κ=0.019)。与健康相关的生活质量与精神和躯体脆弱的状况呈负相关。我们得出的结论是,在老年PSS患者的护理中,对MUS/MES区别的单一关注可能会导致对最脆弱患者的治疗不足。在以后的生活中治疗持续的躯体症状时,建议采用综合护理,无论(联合国)解释症状的起源。
    Patients with persistent somatic symptoms (PSS) often receive either somatic or psychiatric care, depending on whether symptoms are respectively medically explained (MES) or unexplained (MUS). This separation may not be as clinically relevant as previously assumed; however, research on data-driven subgroups within cohorts of older patients with PSS is not available. Our goal is to identify more clinically relevant homogeneous subgroups beyond the distinction of MUS and MES among older patients with PSS by using a data-driven approach. We performed two Latent Profile Analyses (LPAs), one focused on 6 somatic health measures, the other on 6 psychosocial measures, using data from a case-control study with participants (>60 years) with MUS (N = 118) or MES (N = 154), recruited from the general public, general practices and secondary healthcare. We identified two somatic-health based (strong, vulnerable) and four mental-health based (strong, vulnerable, lonely, non-acceptance) profiles. We found no statistically significant overlap between the somatic - and mental health profiles (κ = 0.019). Health related quality of life negatively associated with the mentally - and somatically vulnerable profiles. We conclude that singular focus on MUS/MES distinction in the care for older PSS patients may lead to undertreatment of the most vulnerable patients. Integrated care is recommended when treating persistent somatic symptoms in later life, regardless of the (un)explained origin of the symptoms.
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