Health Care disparities

医疗保健差距
  • 文章类型: Journal Article
    来自少数民族和种族背景的个人经历了已经出现的有害和普遍的健康差异,在某种程度上,来自临床医生的偏见。
    我们使用自然语言处理方法来检查电子健康记录(EHR)注释中的语言标记是否因患者的种族和种族而异。为了验证这种方法论方法,我们还评估了临床医生认为语言标记指示偏倚的程度.
    在这项横断面研究中,我们提取了18岁或18岁以上的患者的EHR记录;有超过5年的糖尿病诊断代码;并在2006年至2014年期间接受了家庭医生的护理,一般内科医生,或者在城市里执业的内分泌学家,学术网络的诊所。患者的种族和种族被定义为白人非西班牙裔,黑人非西班牙裔,西班牙裔或拉丁裔.我们假设情感分析和社会认知引擎(SEANCE)组件(即,否定形容词,积极的形容词,喜悦的话,恐惧和厌恶的话,政治话语,尊重的话,信任动词,和幸福词),如果出现种族差异,平均字数将是偏见的指标。我们进行了线性混合效应分析,以检查感兴趣的结果(SEANCE组件和单词计数)与患者种族和种族之间的关系。控制患者年龄。为了验证这种方法,我们要求临床医生说明他们认为不同种族和族裔群体使用SEANCE语言领域的差异反映了EHR注释中的偏见的程度.
    我们检查了黑人非西班牙裔的EHR注释(n=12,905),白人非西班牙裔,和西班牙裔或拉丁裔患者(n=1562),有281名医生看过。共有27名临床医生参与了验证研究。就偏见而言,参与者将负面形容词评为8.63(SD2.06),恐惧和厌恶词为8.11(SD2.15),和积极的形容词为7.93(SD2.46)在1到10的范围内,其中10非常表明偏见。与白人非西班牙裔患者相比,黑人非西班牙裔患者的注释包含明显更多的阴性形容词(系数0.07,SE0.02)和明显更多的恐惧和厌恶词(系数0.007,SE0.002)。西班牙裔或拉丁裔患者的注释包括明显较少的阳性形容词(系数-0.02,SE0.007),信任动词(系数-0.009,SE0.004),和喜悦词(系数-0.03,SE0.01)高于白人非西班牙裔患者。
    这种方法可能使医生和研究人员能够识别和减轻医疗互动中的偏见,以减少由偏见引起的健康差异为目标。
    UNASSIGNED: Individuals from minoritized racial and ethnic backgrounds experience pernicious and pervasive health disparities that have emerged, in part, from clinician bias.
    UNASSIGNED: We used a natural language processing approach to examine whether linguistic markers in electronic health record (EHR) notes differ based on the race and ethnicity of the patient. To validate this methodological approach, we also assessed the extent to which clinicians perceive linguistic markers to be indicative of bias.
    UNASSIGNED: In this cross-sectional study, we extracted EHR notes for patients who were aged 18 years or older; had more than 5 years of diabetes diagnosis codes; and received care between 2006 and 2014 from family physicians, general internists, or endocrinologists practicing in an urban, academic network of clinics. The race and ethnicity of patients were defined as White non-Hispanic, Black non-Hispanic, or Hispanic or Latino. We hypothesized that Sentiment Analysis and Social Cognition Engine (SEANCE) components (ie, negative adjectives, positive adjectives, joy words, fear and disgust words, politics words, respect words, trust verbs, and well-being words) and mean word count would be indicators of bias if racial differences emerged. We performed linear mixed effects analyses to examine the relationship between the outcomes of interest (the SEANCE components and word count) and patient race and ethnicity, controlling for patient age. To validate this approach, we asked clinicians to indicate the extent to which they thought variation in the use of SEANCE language domains for different racial and ethnic groups was reflective of bias in EHR notes.
    UNASSIGNED: We examined EHR notes (n=12,905) of Black non-Hispanic, White non-Hispanic, and Hispanic or Latino patients (n=1562), who were seen by 281 physicians. A total of 27 clinicians participated in the validation study. In terms of bias, participants rated negative adjectives as 8.63 (SD 2.06), fear and disgust words as 8.11 (SD 2.15), and positive adjectives as 7.93 (SD 2.46) on a scale of 1 to 10, with 10 being extremely indicative of bias. Notes for Black non-Hispanic patients contained significantly more negative adjectives (coefficient 0.07, SE 0.02) and significantly more fear and disgust words (coefficient 0.007, SE 0.002) than those for White non-Hispanic patients. The notes for Hispanic or Latino patients included significantly fewer positive adjectives (coefficient -0.02, SE 0.007), trust verbs (coefficient -0.009, SE 0.004), and joy words (coefficient -0.03, SE 0.01) than those for White non-Hispanic patients.
    UNASSIGNED: This approach may enable physicians and researchers to identify and mitigate bias in medical interactions, with the goal of reducing health disparities stemming from bias.
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  • 文章类型: Journal Article
    全世界大约11%的肾衰竭患者接受腹膜透析(PD)治疗。这项研究调查了全球PD的使用和实践模式。
    横断面调查。
    利益相关者,包括临床医生,政策制定者,和182个国家的患者代表由国际肾脏病学会于2018年7月至9月召集。
    PD使用,可用性,可访问性,负担能力,delivery,并报告质量结果衡量标准。
    描述性统计。
    收到来自88%(n=160)国家的答复,有313名参与者(257名肾脏病专家[82%],22名非肾病医生[7%],其他6名卫生专业人员[2%],17名行政人员/政策制定者/公务员[5%],和其他11个[4%])。85%(n=156)的国家回答了有关PD的问题。PD使用中位数为每百万人口38.1。在回答与PD有关的问题的156个国家中,有30个国家(19%)没有PD,特别是在非洲国家(20/41)和低收入国家(15/22)。在69%的国家,PD是≤10%的新诊断肾衰竭患者的初始透析方式。接受PD的患者预计将支付1%至25%的治疗费用,而较高(>75%)的共付额(患者自付费用)在南亚和低收入国家更为常见.72%的国家/地区的平均交换量足够(定义为每天3-4次交换或自动PD的等效量)。PD质量结果监测和报告是可变的。大多数国家没有测量患者报告的PD结果。
    政策制定者的反应较低;由于缺乏细粒度数据,无法提供更深入的解释来支持每个国家的结果;缺乏客观数据。
    PD可用性存在区域间和区域内的巨大差异,可访问性,负担能力,delivery,以及报告世界各地的质量结果衡量标准,在非洲和南亚观察到最大的差距。
    Approximately 11% of people with kidney failure worldwide are treated with peritoneal dialysis (PD). This study examined PD use and practice patterns across the globe.
    A cross-sectional survey.
    Stakeholders including clinicians, policy makers, and patient representatives in 182 countries convened by the International Society of Nephrology between July and September 2018.
    PD use, availability, accessibility, affordability, delivery, and reporting of quality outcome measures.
    Descriptive statistics.
    Responses were received from 88% (n=160) of countries and there were 313 participants (257 nephrologists [82%], 22 non-nephrologist physicians [7%], 6 other health professionals [2%], 17 administrators/policy makers/civil servants [5%], and 11 others [4%]). 85% (n=156) of countries responded to questions about PD. Median PD use was 38.1 per million population. PD was not available in 30 of the 156 (19%) countries responding to PD-related questions, particularly in countries in Africa (20/41) and low-income countries (15/22). In 69% of countries, PD was the initial dialysis modality for≤10% of patients with newly diagnosed kidney failure. Patients receiving PD were expected to pay 1% to 25% of treatment costs, and higher (>75%) copayments (out-of-pocket expenses incurred by patients) were more common in South Asia and low-income countries. Average exchange volumes were adequate (defined as 3-4 exchanges per day or the equivalent for automated PD) in 72% of countries. PD quality outcome monitoring and reporting were variable. Most countries did not measure patient-reported PD outcomes.
    Low responses from policy makers; limited ability to provide more in-depth explanations underpinning outcomes from each country due to lack of granular data; lack of objective data.
    Large inter- and intraregional disparities exist in PD availability, accessibility, affordability, delivery, and reporting of quality outcome measures around the world, with the greatest gaps observed in Africa and South Asia.
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  • 文章类型: Journal Article
    Hemodialysis (HD) is the most common form of kidney replacement therapy. This study aimed to examine the use, availability, accessibility, affordability, and quality of HD care worldwide.
    A cross-sectional survey.
    Stakeholders (clinicians, policy makers, and consumer representatives) in 182 countries were convened by the International Society of Nephrology from July to September 2018.
    Use, availability, accessibility, affordability, and quality of HD care.
    Descriptive statistics.
    Overall, representatives from 160 (88%) countries participated. Median country-specific use of maintenance HD was 298.4 (IQR, 80.5-599.4) per million population (pmp). Global median HD use among incident patients with kidney failure was 98.0 (IQR, 81.5-140.8) pmp and median number of HD centers was 4.5 (IQR, 1.2-9.9) pmp. Adequate HD services (3-4 hours 3 times weekly) were generally available in 27% of low-income countries. Home HD was generally available in 36% of high-income countries. 32% of countries performed monitoring of patient-reported outcomes; 61%, monitoring of small-solute clearance; 60%, monitoring of bone mineral markers; 51%, monitoring of technique survival; and 60%, monitoring of patient survival. At initiation of maintenance dialysis, only 5% of countries used an arteriovenous access in almost all patients. Vascular access education was suboptimal, funding for vascular access procedures was not uniform, and copayments were greater in countries with lower levels of income. Patients in 23% of the low-income countries had to pay >75% of HD costs compared with patients in only 4% of high-income countries.
    A cross-sectional survey with possibility of response bias, social desirability bias, and limited data collection preventing in-depth analysis.
    In summary, findings reveal substantial variations in global HD use, availability, accessibility, quality, and affordability worldwide, with the lowest use evident in low- and lower-middle-income countries.
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  • 文章类型: Journal Article
    Using a retrospective cohort study design, we report empirical evidence on the effect of parental socioeconomic status, primary care, and health care expenditure associated with preterm or low-birth-weight (PLBW) babies on their mortality (neonatal, postneonatal, and under-5 mortality) under a universal health care system. A total of 4668 singleton PLBW babies born in Taiwan between January 1 and December 31, 2001, are extracted from a population-based medical claims database for a follow-up of up to 5 years. Multivariate survival models suggest the positive effect of higher parental income is significant in neonatal period but diminishes in later stages. Consistent inverse relationship is observed between adequate antenatal care and the three outcomes: neonatal hazard ratio (HR) = 0.494, 95% confidence interval (CI) = 0.312 to 0.783; postneonatal HR = 0.282, 95% CI = 0.102 to 0.774; and under-5 HR = 0.575, 95% CI = 0.386 to 0.857. Primary care services uptake should be actively promoted, particularly in lower income groups, to prevent premature PLBW mortality.
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  • 文章类型: Journal Article
    OBJECTIVE: The purpose of this study was to examine racial and socioeconomic disparities in access to primary care among people with chronic conditions.
    METHODS: Data for this study were taken from the household component of the 2010 Medical Expenditure Panel Survey. The analysis primarily focused on adults ≥ 18 years old. Logistic regressions were conducted among people with chronic conditions to compare primary care attributes between each minority group and their non-Hispanic white counterparts and between individuals with high, above average, or below average socioeconomic status and their low socioeconomic status counterparts, controlling for other individual factors.
    RESULTS: Racial disparities were found in having usual source of care (USC), USC provider type, and USC location. However, no disparities were found in ease of contacting or getting to USC as well as the services received. Furthermore, very limited socioeconomic disparities were found after controlling for other individual characteristics, in particular race and insurance status.
    CONCLUSIONS: More efforts need to be devoted to racial/ethnic minorities with chronic conditions to improve their access to continuous and high-quality primary care.
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