Social Factors

社会因素
  • 文章类型: Journal Article
    精神病理学在家庭中运行,并影响个人及其家庭成员的功能。这项研究评估了精神病理学风险在三代人之间的代际传播,以及社会支持因素在多大程度上可以防止这种从父母到后代的传播。这项研究嵌入了R世代,从胎儿寿命开始的多种族人群队列。根据DSM-IV更新的《家庭告密者时间表标准》评估了祖父母的终生精神疾病。父母的精神病理学通过简短症状清单反复测量。后代精神病理学(10岁和14岁)用简短问题监测仪进行评估。使用问卷测量和计算机化的同伴提名评估来评估母婴社会因素。我们的结果表明,祖父母和产前和产后父母精神病理学向后代精神病理学的风险传播的估计累加相互作用效应为23%(95%CI19;27)。祖父母和父母精神病理学结合母婴社会支持因素的联合效应为13%(95%CI08;17)],表明社会支持因素减少了精神病理学从(大)父母(G1和G2)到后代(G3)的代际传播。精神病理学风险的传播可能会对几代人产生持久的发展影响。社会支持因素降低了对精神病理学风险影响的脆弱性,强调在高家庭风险的青少年中识别与良好心理健康相关的缓冲因素的重要性。
    Psychopathology runs in families and affects functioning of individuals and their family members. This study assessed the intergenerational transmission of psychopathology risk across three generations, and the extent to which social support factors may protect against this transmission from parents to their offspring. This study was embedded in Generation R, a multi-ethnic population-based cohort from fetal life onwards. Lifetime psychiatric disorders of grandparents were assessed with the Family Informant Schedule Criteria- updated for DSM-IV. Parental psychopathology was repeatedly measured by the Brief Symptom Inventory. Offspring psychopathology (ages 10 and 14) was assessed with the Brief Problem Monitor. Maternal and child social factors were assessed using questionnaire measures and a computerized peer nomination assessment. Our results show that the estimated additive interaction effect for the risk transmission of grandparental and pre- and postnatal parental psychopathology to offspring psychopathology was 23% (95% CI 19; 27). The joint effect of grandparental and parental psychopathology combined with maternal and child social support factors was 13% (95% CI 08; 17)], suggesting that social support factors diminished the intergenerational transmission of psychopathology from (grand)parents (G1 and G2) to offspring (G3). Transmission of psychopathology risk may have long-lasting developmental effects across generations. Social support factors reduced the vulnerability to the effects of psychopathology risk, underscoring the importance of the identification of buffering factors associated with good mental health in adolescents who are at high familial risk.
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  • 文章类型: Journal Article
    人类的发展受到生物和社会因素相互作用的影响。本研究旨在验证社会风险对生物风险与儿童发育关系的调节作用。收集了201名儿童的数据,6至72个月。自变量由生物风险指数衡量,社会风险指数的调节变量通过丹佛II检验进行评估。线性回归,效果大小,和适度分析用于验证BRI与儿童发育(丹佛II)之间的关系,和SRI的调节作用。BRI与儿童发育呈负相关,BRI和SRI之间的相互作用将丹佛II结果的解释方差增加到14%.SRI还是语言和GrossMotor领域的重要主持人。这项研究表明,社会风险调节了生物风险与儿童发育之间的关系,社会风险因素越多,这种关系变得越强。另一方面,可以说,一些社会因素有利于儿童的发展,即使存在生物危险因素。
    Human development is influenced by the interaction between biological and social factors. This study aimed to verify the moderating effect of social risk on the relationship between biological risk and child development. Data were collected on 201 children, aged 6 to 72 months. The independent variable was measured by the biological risk index, and the moderator variable by the social risk index was assessed by the Denver II test. Linear regression, effect size, and analysis of moderation were used to verify the relationship between BRI and the child development (Denver II), and the moderating effect of the SRI. BRI was negatively associated with child development, the interaction between the BRI and SRI increased the explained variance in the Denver II result to 14%. The SRI was also a significant moderator of the Language and Gross Motor domains. This research evidence that social risk moderates the relationship between biological risk and child development, the more social risk factors, the stronger this relationship becomes. On the other hand, it can be said that some social factors favor child development, even in the presence of biological risk factors.
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  • 文章类型: Journal Article
    背景:DKA患者的住院给美国医疗保健系统带来了巨大的负担。虽然以前的研究已经确定了多个潜在的贡献者,尚未对导致美国医疗保健系统内DKA再入院的因素进行全面审查.这项范围界定审查旨在确定如何获得护理,治疗依从性,社会经济地位,种族,和种族影响DKA再入院相关患者的发病率和死亡率,并导致美国医疗系统的社会经济负担。此外,这项研究旨在整合当前的建议,以解决这个多因素问题,最终减轻个人和组织层面的负担。
    方法:PRISMA-SCR(系统评价和Meta分析扩展范围评价的首选报告项目)在整个研究中用作参考清单。Arksey和O\'Malley方法被用作指导本综述的框架。框架方法论包括五个步骤:(1)确定研究问题;(2)搜索相关研究;(3)选择与研究问题相关的研究;(4)绘制数据图表;(5)整理,总结,并报告结果。
    结果:共保留15篇用于分析。在确定的各种社会因素中,与性别/性别(n=9)和年龄(n=9)相关的频率最高。此外,种族和民族(n=8)是另一个反复出现的因素,出现在一半的研究中.在这项研究中还确定了经济因素,患者保险类型的频率最高(n=11)。患者收入频率第二高(n=6)。多项研究确定了特定种族/族裔患者与治疗机会减少之间的联系。注意到DKA治疗的患者教育不足会影响治疗的可及性。对未来方向的某些建议被强调为纳入研究的经常性主题,包括患者教育。DKA危险因素的早期识别,需要采用多学科方法,利用社区合作伙伴,如社会工作者和营养师,以降低糖尿病患者的DKA再入院率。
    结论:这项研究可以为未来的政策决定提供信息,以提高可访问性,负担能力,通过对DKA发作后的DM患者进行循证干预,提高医疗保健质量。
    BACKGROUND: Hospitalization of patients with DKA creates a significant burden on the US healthcare system. While previous studies have identified multiple potential contributors, a comprehensive review of the factors leading to DKA readmissions within the US healthcare system has not been done. This scoping review aims to identify how access to care, treatment adherence, socioeconomic status, race, and ethnicity impact DKA readmission-related patient morbidity and mortality and contribute to the socioeconomic burden on the US healthcare system. Additionally, this study aims to integrate current recommendations to address this multifactorial issue, ultimately reducing the burden at both individual and organizational levels.
    METHODS: The PRISMA-SCR (Preferred Reporting Items for Systematic reviews and Meta-Analyses extension for Scoping Reviews) was used as a reference checklist throughout this study. The Arksey and O\'Malley methodology was used as a framework to guide this review. The framework methodology consisted of five steps: (1) Identify research questions; (2) Search for relevant studies; (3) Selection of studies relevant to the research questions; (4) Chart the data; (5) Collate, summarize, and report the results.
    RESULTS: A total of 15 articles were retained for analysis. Among the various social factors identified, those related to sex/gender (n = 9) and age (n = 9) exhibited the highest frequency. Moreover, race and ethnicity (n = 8) was another recurrent factor that appeared in half of the studies. Economic factors were also identified in this study, with patient insurance type having the highest frequency (n = 11). Patient income had the second highest frequency (n = 6). Multiple studies identified a link between patients of a specific race/ethnicity and decreased access to treatment. Insufficient patient education around DKA treatment was noted to impact treatment accessibility. Certain recommendations for future directions were highlighted as recurrent themes across included studies and encompassed patient education, early identification of DKA risk factors, and the need for a multidisciplinary approach using community partners such as social workers and dieticians to decrease DKA readmission rates in diabetic patients.
    CONCLUSIONS: This study can inform future policy decisions to improve the accessibility, affordability, and quality of healthcare through evidence-based interventions for patients with DM following an episode of DKA.
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  • 文章类型: Journal Article
    经过一段时间的基于机构的精神卫生保健,庇护制度是治疗精神病人的方式,非机构化带来了一系列重大的变化和转变的概念,通过延伸,最需要帮助的人得到援助的传统治疗环境。然而,精神病学领域的这种转变不仅伴随着有价值的成就,还有困难和挑战,正如今天所证明的那样。
    因此,本文的目的是研究收容所封闭的利弊,以及随后在精神病学领域60年左右的这种重要转变中实施非制度化。
    在考虑这个问题时,我根据学术知识详细研究了最近的文学作品。此外,我确定了涉及的各种问题,以及面对这些问题的方法,以试图克服它们带来的困难。
    正如我在这里展示的,庇护和非机构化之后,精神病患者的治疗和护理的变化为患者及其家人带来了新的希望,但也有不良影响。本文还考虑了当今的心理健康专业人员如何代表患者和整个社会解决这些影响。
    UNASSIGNED: After a period of institution-based mental health care, in which the asylum system was the way in which the mental patients were treated, deinstitutionalization brought a set of significant changes and transformations in the conceptualization of mental illness and, by extension, the traditional therapeutic settings in which those in most need were assisted. However, this shift in the psychiatric domain was not only accompanied by valued achievements, but also by difficulties and challenges, as has been evidenced today.
    UNASSIGNED: The aim of this paper is thus to examine the pros and cons of the closure of asylums, and the subsequent implementation of deinstitutionalization over the 60 years or so of such important transformations in the field of psychiatry.
    UNASSIGNED: In considering this question, I examine in detail recent works of literature based on scholarly knowledge. In addition, I identify various issues involved, as well as ways of confronting these so as to attempt to overcome the difficulties they present.
    UNASSIGNED: As I show here, the changes in the treatment and care of the mentally ill after asylum and deinstitutionalization brought a new air of hope to patients and their families, but also had undesirable effects. The paper also considers how mental health professionals today try to solve these effects on behalf of patients and society as a whole.
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  • 文章类型: Journal Article
    由于社会流行病学是一个范围广泛的跨学科领域,本范围审查根据发表在《美国流行病学杂志》上的文章调查了其当前的情况。在2013年至2022年之间提交的“社会”类别下的1,194条提取记录中,我们确定了178篇以社会因素为主要暴露的已接受文章.我们将社会暴露分为九个主要领域,和健康结果分为八个领域。研究设计,人口,和作者身份也进行了分析。我们的发现表明,社会epi研究反映了一系列社会暴露,包括社会经济地位(37%),邻里和建筑环境(20%),种族,种族主义,歧视(16%)以及政策和社会福利(12%)。研究最频繁的健康结果是非传染性疾病和慢性病(42%)。心理健康(14%)以及母婴健康结果(11%)。大多数研究都有定量观察设计,集中在高收入国家,尤其是美国的背景。大多数作者只出现过一次,提出了一系列的声音作为贡献者。研究结果表明,为了增强知识,社会epi可以受益于有形资源以外的社会因素的更大代表性,更广泛的健康结果,研究设计和人群,以及中低收入国家。
    As social epidemiology is a growing interdisciplinary field with a broad scope, this scoping review investigated its current landscape based on articles published in the American Journal of Epidemiology. Among 1,194 extracted records between 2013 and 2022 submitted under the \"social\" category, we identified 178 accepted articles that had a social factor as a primary exposure. We categorized social exposures into nine major domains, and health outcomes into eight domains. Study design, population, and authorship were also analyzed. Our findings indicate that social epi studies reflect a range of social exposures, including socioeconomic position (37%), neighborhood and built environment (20%), race, racism, and discrimination (16%), and policy and social welfare (12%). The most frequently studied health outcomes were non-communicable diseases and chronic conditions (42%), mental health (14%), and maternal and child health outcomes (11%). Most studies had quantitative observational designs and focused on high-income countries, particularly the U.S. contexts. Most authors appeared only once, suggesting a range of voices as contributors. Findings suggest that, to enhance knowledge, social epi could benefit from a greater representation of social factors beyond tangible resources, a broader range of health outcomes, study designs and populations, and low- and middle-income countries.
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  • 文章类型: Journal Article
    暴露于哮喘恶化的触发因素可能取决于季节和个人的社会因素以及避免触发因素的后续手段。在美国全国范围的评估中,我们根据哮喘入院的种族和收入评估了季节性变化和差异结果。
    这项回顾性研究使用国家住院患者样本评估了2016-2019年成人哮喘住院情况。住院按季节分类:冬季(12月至2月),春季(3月-5月),夏季(6月至8月),秋季(9月至11月)。多变量线性和逻辑回归用于评估季节之间的关联,种族,收入四分位数(由患者邮政编码内的收入中位数确定),和结果。
    该研究包括423,140名入院者,平均年龄为51岁,其中73%为女性,56%为非白人。入学人数在冬季达到高峰(124、145),在夏季最低(80,525)。与冬季相比,夏季插管率增加(2.73%vs1.93%,aOR=1.19,95%CI:1.04-1.37),无创正压通气(NIPPV)率(7.92%vs7.06%,OR=1.08,95%CI:1.00-1.17)。与白人患者相比,插管(2.53%vs1.87%,绝对差0.66%,aOR=1.14,95%CI:1.02-1.29)和净现值(9.95%vs5.45%,绝对差4.5%,黑人患者的OR=1.69,95%CI:1.57-1.82)增加。没有发现收入和临床结果之间的显著关联。
    冬季哮喘入院高峰,而夏季入院和非白种人与较高的NIPPV和插管率相关。公共卫生计划和战略性定时的门诊就诊可以应对哮喘结局的季节性变化和社会差异。
    UNASSIGNED: Exposure to asthma exacerbating triggers may be dependent on the season and an individual\'s social factors and subsequent means to avoid triggers. We assessed for seasonal variations and differential outcomes based on race and income in admissions for asthma in a United States nationwide assessment.
    UNASSIGNED: This retrospective study assessed adult hospitalizations for asthma 2016-2019 using the National Inpatient Sample. Hospitalizations were categorized by season: winter (December-February), spring (March-May), summer (June-August), fall (September-November). Multivariable linear and logistic regression were used to assess associations between season, race, income quartile (determined by the median income within a patient\'s ZIP code), and outcomes.
    UNASSIGNED: The study included 423,140 admissions with a mean age of 51 years, and 73% of the cohort being female and 56% non-white. Admissions peaked during winter (124, 145) and were lowest in summer (80,525). Intubation rates were increased in summer compared to winter (2.73 vs 1.93%, aOR = 1.19, 95% CI: 1.04-1.37) as were rates of noninvasive positive pressure ventilation (NIPPV) (7.92 vs 7.06%, aOR = 1.08, 95% CI: 1.00-1.17). Compared to white patients, intubation (2.53 vs 1.87%, absolute difference 0.66%, aOR = 1.14, 95% CI: 1.02-1.29) and NIPPV (9.95 vs 5.45%, absolute difference 4.5%, aOR = 1.69, 95% CI: 1.57-1.82) were increased in Black patients. No significant associations between income and clinical outcomes were found.
    UNASSIGNED: Asthma admission peak during winter, while summer admissions and non-white race are associated with higher rates of NIPPV and intubation. Public health initiatives and strategically timed outpatient visits could combat seasonal variation and social disparities in asthma outcomes.
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  • 文章类型: Journal Article
    背景:口腔和社会问题会加剧长期护理。了解社会方面与口腔功能减退之间的关系可以帮助确定长期护理的高风险因素。
    目的:本研究旨在调查门诊患者口腔功能减退的社会方面。
    方法:这项回顾性横断面研究包括因身体虚弱而到门诊就诊的患者。口腔功能使用七个项目进行评估:口腔卫生,咬合力,咀嚼功能,舌唇运动功能,舌头的压力,口腔干燥和吞咽功能。有三个或三个以上功能下降的参与者被归类为“口腔功能减退”。使用四个类别的21个项目评估了社会方面:一般资源,基本的社会需求,社会资源和社会行为/活动。我们分析了口腔功能减退与各个社会方面之间的关系。
    结果:共纳入316名参与者(年龄78.5±6.4岁),和128(41%)有口腔功能减退。口腔功能减退的参与者受教育程度明显更高,需要长期护理,不使用交通工具,依靠别人购物,不参加活动,缺乏协会会员资格,不从事慈善或志愿者工作。经过Logistic回归分析,“长期护理”和“无关联成员资格”仍然与口腔功能减退显著相关(比值比2.3、2.3;95%CI分别为1.1-5.0、1.1-4.7)。
    结论:口腔功能减退的参与者在“一般资源”和“社会行为/活动”方面面临挑战,这与口腔功能问题有关。未来的纵向研究有必要进一步研究这种关系。
    BACKGROUND: Oral and social problems can exacerbate long-term care. Understanding the relationship between social aspects and oral hypofunction can help identify high-risk factors for long-term care.
    OBJECTIVE: This study aimed to investigate the social aspects of oral hypofunction among medical outpatients.
    METHODS: This retrospective cross-sectional study included patients who visited an outpatient clinic for frailty. The oral function was assessed using seven items: oral hygiene, occlusal force, masticatory function, tongue-lip motor function, tongue pressure, oral dryness and swallowing function. Participants with three or more functional declines were classified as having \'oral hypofunction\'. Social aspects were assessed using 21 items in four categories: general resources, basic social needs, social resources and social behaviours/activities. We analysed the relationship between oral hypofunction and each social aspect.
    RESULTS: A total of 316 participants (age 78.5 ± 6.4 years) were included, and 128 (41%) had oral hypofunction. Participants with oral hypofunction were significantly more likely to have limited education, require long-term care, not use transportation, depend on others for shopping, not participate in events, lack association membership and not engage in charity or volunteer work. After logistic regression analysis, \'long-term care\' and \'no association membership\' remained significantly associated with oral hypofunction (odds ratios 2.3, 2.3; 95% CI 1.1-5.0, 1.1-4.7, respectively).
    CONCLUSIONS: Participants with oral hypofunction faced challenges in \'general resources\' and \'social behaviour/activities\', which were linked to oral function issues. Future longitudinal studies are necessary to further investigate this relationship.
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  • 文章类型: Journal Article
    目的:本研究旨在确定已经接受或希望接受正规居家养老服务的社区居住老年人的社会心理因素与未满足的需求之间的关系。
    方法:全国残疾调查的子样本,使用老龄化和照顾者来检查老年人导航护理中未满足的需求的患病率。我们还使用逻辑回归分析了老年人的社会心理因素与其未满足的需求之间的关系。
    结果:回归分析强调了感知的社会隔离(OR=1.62,95%CI:1.30-2.01),高/非常高的心理困扰(OR=2.11,95%CI:1.52-2.93),非正式支持的偶尔援助(OR=1.92,95%CI:1.22-3.05)与未满足需求的可能性增加有关,在调整其他协变量后。
    结论:我们的研究表明,面临心理社会困难或缺乏非正式支持的老年人更有可能在获得正式护理方面遇到障碍。未来的政策应解决老年人的心理社会需求和支持网络。
    OBJECTIVE: This study aims to identify the relationship between psychosocial factors and unmet needs among community-dwelling older adults who have received or who expect to receive formal home-based aged care services.
    METHODS: A subsample of the national Survey of Disability, Ageing and Carers was used to examine the prevalence of having any unmet needs among older adults navigating care. We also examined associations between older adults\' psychosocial factors and their unmet needs using logistic regression.
    RESULTS: Regression analyses highlighted that perceived social isolation (OR = 1.62, 95% CI: 1.30-2.01), high/very high psychological distress (OR = 2.11, 95% CI: 1.52-2.93), and occasional assistance from informal support (OR = 1.92, 95% CI: 1.22-3.05) were associated with increased odds of having unmet needs, after adjusting for other covariates.
    CONCLUSIONS: Our study suggests that older adults facing psychosocial difficulties or lacking informal support are more likely to encounter barriers in accessing formal care. Future policy should address the psychosocial needs and support networks of older adults.
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  • 文章类型: Journal Article
    尼日利亚面临着巨大的公共卫生问题,大约有1400万人参与非法药物使用(IDU)。这种困境严重影响了精神疾病,自杀,残疾,和死亡率。尽管以前对预测因素和补救措施进行了调查,金融包容性(FI)的作用仍未得到充分探索。利用有关FI和人口健康的现有文献,这项研究认为,加强FI有助于减轻尼日利亚的IDU患病率.我们采用空间分析来审查FI和其他社会因素对IDU的影响,显示全国患病率为14.4%,空间差异从吉加瓦州的7%到拉各斯州的33%不等。在西南部各州发现了重要的IDU热点,而在联邦首都地区和纳萨拉瓦观察到冷点。多元空间分析表明,FI,收入,失业,年轻人的比例是全国IDU的关键预测因素,解释了大约67%的空间方差。鉴于这些发现,该研究主张提高FI水平,并强调需要加强政府举措,以预防和解决非法药物使用问题。
    Nigeria grapples with a formidable public health concern, as approximately 14 million individuals partake in illicit drug use (IDU). This predicament significantly impacts psychiatric disorders, suicides, disability, and mortality rates. Despite previous investigations into predictors and remedies, the role of financial inclusion (FI) remains inadequately explored. Leveraging existing literature on FI and population health, this study asserts that bolstering FI could be instrumental in mitigating IDU prevalence in Nigeria. We employ spatial analysis to scrutinize the influence of FI and other social factors on IDU, revealing a 14.4 % national prevalence with spatial variations ranging from 7 % in Jigawa state to 33 % in Lagos state. Significant IDU hotspots were identified in the southwest states, while cold spots were observed in the Federal Capital Territory and Nassarawa. Multivariate spatial analysis indicates that FI, income, unemployment, and the proportion of the young population are pivotal predictors of IDU nationwide, explaining approximately 67 % of the spatial variance. Given these findings, the study advocates heightened levels of FI and underscores the need for intensified government initiatives to prevent and address illicit drug use.
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  • 文章类型: Journal Article
    背景:健康的社会决定因素(SDOH)与神经重症护理结果有关。我们试图研究SDOH在多大程度上解释了关于维持生命治疗的决定差异,一个关键的结果决定因素。我们特别调查了患者家庭地理的关联,个体水平的SDOH,和邻里水平的SDOH,随后早期限制生命维持治疗(eLLST)和早期退出生命维持治疗(eWLST),调整入院严重程度。
    方法:我们在面向临床护理的人工智能桥梁(Bridge2AIforClinicalCare)协同医院存储库统一公平人工智能标准(CHoRUS)计划中开发了独特的方法,以从电子健康记录中提取个人级别的SDOH,从隐私保护地理映射中提取社区级别的SDOH。我们在马萨诸塞州东部医疗保健系统内的两个大型学术医疗中心进行了为期7年的连续神经科学重症监护病房(2016-2022)回顾性队列试验,检查家庭人口普查道与随后发生的eLLST和eWLST之间的关联。我们使用公共数据集将上下文邻域级别的SDOH信息与每个人口普查区进行匹配,量化社会脆弱性指数总体得分和子得分。我们通过地理,logistic,和机器学习模型,使用入院格拉斯哥昏迷量表评分和意识障碍等级调整入院严重程度。
    结果:在20,660名神经科学重症监护病房(18,780名独特患者)中,eLLST和eWLST在地理上有所不同,并且在诊断中与个体水平SDOH和邻里水平SDOH独立相关。个体水平的SDOH因素(年龄,婚姻状况,和种族)与eLLST密切相关,预测eLLST比入院严重程度更强。个体水平的SDOH比邻域水平的SDOH更能预测eLLST。
    结论:在诊断中,eLLST因家庭地理而异,由个体水平的SDOH和邻里水平的SDOH预测的程度比入院严重程度更高。因此,结构化共享决策工具可能代表健康公平的工具。此外,这些发现提供了一个重要的警告:寻求预测诸如死亡率或意识障碍的出现等结果的预后和人工智能模型可能被编码为自我实现的地理和人口统计学偏差.
    BACKGROUND: Social determinants of health (SDOH) have been linked to neurocritical care outcomes. We sought to examine the extent to which SDOH explain differences in decisions regarding life-sustaining therapy, a key outcome determinant. We specifically investigated the association of a patient\'s home geography, individual-level SDOH, and neighborhood-level SDOH with subsequent early limitation of life-sustaining therapy (eLLST) and early withdrawal of life-sustaining therapy (eWLST), adjusting for admission severity.
    METHODS: We developed unique methods within the Bridge to Artificial Intelligence for Clinical Care (Bridge2AI for Clinical Care) Collaborative Hospital Repository Uniting Standards for Equitable Artificial Intelligence (CHoRUS) program to extract individual-level SDOH from electronic health records and neighborhood-level SDOH from privacy-preserving geomapping. We piloted these methods to a 7 years retrospective cohort of consecutive neuroscience intensive care unit admissions (2016-2022) at two large academic medical centers within an eastern Massachusetts health care system, examining associations between home census tract and subsequent occurrence of eLLST and eWLST. We matched contextual neighborhood-level SDOH information to each census tract using public data sets, quantifying Social Vulnerability Index overall scores and subscores. We examined the association of individual-level SDOH and neighborhood-level SDOH with subsequent eLLST and eWLST through geographic, logistic, and machine learning models, adjusting for admission severity using admission Glasgow Coma Scale scores and disorders of consciousness grades.
    RESULTS: Among 20,660 neuroscience intensive care unit admissions (18,780 unique patients), eLLST and eWLST varied geographically and were independently associated with individual-level SDOH and neighborhood-level SDOH across diagnoses. Individual-level SDOH factors (age, marital status, and race) were strongly associated with eLLST, predicting eLLST more strongly than admission severity. Individual-level SDOH were more strongly predictive of eLLST than neighborhood-level SDOH.
    CONCLUSIONS: Across diagnoses, eLLST varied by home geography and was predicted by individual-level SDOH and neighborhood-level SDOH more so than by admission severity. Structured shared decision-making tools may therefore represent tools for health equity. Additionally, these findings provide a major warning: prognostic and artificial intelligence models seeking to predict outcomes such as mortality or emergence from disorders of consciousness may be encoded with self-fulfilling biases of geography and demographics.
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