Preventive Health Services

预防性卫生服务
  • 文章类型: Journal Article
    背景:内分泌干扰化学物质(EDC)干扰激素系统,可能导致新陈代谢,生殖,和神经问题,以及激素相关的癌症。在日常产品中发现,随着时间的推移,EDC在身体组织中积累,副作用取决于暴露的剂量和持续时间。本研究旨在探讨沙特公民与EDC暴露相关的行为,以评估进一步降低风险干预措施的必要性。
    方法:这项横断面研究采用了经过验证的,自我管理的在线问卷,以评估与EDC暴露相关的日常生活行为。共有563名参与者通过在线平台进行了方便的采样。
    结果:研究显示,绝大多数参与者年龄在18-25岁(48.67%,n=274)。平均而言,参与者对潜在的EDC暴露的得分最高为60,得分为32.78,分数从13到54分不等。多数(85.26%,n=480)属于中等潜在暴露类别,而少数(4.26%,n=24)根据他们报告的日常习惯表现出很高的潜在风险,主要是男性参与者(95.83%,n=23)。占绝大多数(72.65%,n=409)表明有可能改变生活方式以减少有害物质的暴露。
    结论:本研究揭示了沙特阿拉伯普通人群中与内分泌干扰物暴露相关的多种行为模式。有趣的是,参与者表现出积极的态度和改变危险行为的意愿。这些发现强调了旨在解决知识差距的教育计划和公共卫生运动的必要性。鼓励公众采取减少暴露的行为对于最大程度地减少EDC的潜在长期影响至关重要。
    BACKGROUND: Endocrine-disrupting chemicals (EDCs) interfere with hormonal systems, potentially causing metabolic, reproductive, and neurological issues, as well as hormone-related cancers. Found in everyday products, EDCs accumulate in body tissues over time, with adverse effects depending on the dose and duration of exposure. This study aims to explore behaviors related to EDC exposure among Saudi citizens to assess the need for further risk reduction interventions.
    METHODS: This cross-sectional study employed a validated, self-administered online questionnaire to assess daily life behaviors associated with EDC exposure. A total of 563 participants were recruited using convenient sampling through online platforms.
    RESULTS: The study revealed that a significant majority of participants were aged 18-25 years (48.67%, n=274). On average, participants scored 32.78 out of a maximum of 60 for potential EDC exposure, with scores ranging from 13 to 54 points. The majority (85.26%, n=480) fell into the moderate potential exposure category, while a small minority (4.26%, n=24) exhibited high potential risk based on their reported daily habits, predominantly among male participants (95.83%, n=23). A significant majority (72.65%, n=409) indicated a likelihood of adopting lifestyle changes to reduce exposure to harmful substances.
    CONCLUSIONS: This study reveals diverse behavioral patterns linked to endocrine disruptor exposure among the general population in Saudi Arabia. Interestingly, the participants showed a positive attitude and willingness to change their risky behaviors. These findings underscore the necessity for educational programs and public health campaigns aimed at addressing gaps in knowledge. Encouraging the public to adopt behaviors that reduce exposure is essential to minimizing the potential long-term effects of EDCs.
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  • 文章类型: Journal Article
    青年运动员人群中与棒球有关的伤害的患病率和严重程度继续升级,尽管卫生保健专业人员和体育组织努力平息这一趋势。本文回顾了当前的研究,这些研究调查了年轻棒球运动员最常见的伤害的危险因素和可能的预防策略。包括加强计划,音高计数指南,和投掷分析。
    The prevalence and severity of baseball-related injuries in the youth athlete population continue to escalate, despite efforts by health care professionals and sports organizations to quell this trend. This article reviews current research that has investigated the risk factors and possible prevention strategies for the most common injuries in young baseball players, including strengthening programs, pitch count guidelines, and throwing analysis.
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  • 文章类型: Journal Article
    在COVID-19疫苗接种过程中,过去使用疫苗或不熟悉的环境的负面经历可能是压力的来源。我们检查了大规模疫苗接种中心和全科医生(GP)实践之间疫苗接种程序的感知压力是否不同。在10个GP实践(n=364)和两个疫苗中心(n=474)的新接种疫苗的个体中进行了调查(2021年7月10日至2021年10月)。所有地点的压力都很低。在年轻的参与者和全科医生的参与者中,手术的感知压力更高,并随着站点等待时间的延长而增加。随着程序的可理解性和对患者教育的满意度提高,压力降低。对COVID-19疫苗的健康风险表示更担忧的参与者认为疫苗接种程序压力更大。我们的研究结果表明,未来的疫苗接种运动有改善的机会,并强调了医疗保健提供者通过解决个人问题来缓解压力的重要作用。
    Negative past experiences with vaccines or unfamiliar environments can be sources of stress during the COVID-19 vaccination procedure. We examined whether the perceived stressfulness of the vaccination procedure differ between mass vaccination centers and general practitioner (GP) practices. A survey was distributed (07/2021-10/2021) among newly vaccinated individuals in ten GP practices (n = 364) and two vaccine centers (n = 474). Stress was low at all sites. The perceived stressfulness of the procedure was higher among younger participants and those in GP practices, and increased with longer waiting time at the site. Stress decreased with better comprehensibility of the procedure and higher satisfaction with patient education. Participants who expressed greater concern about the health risks of COVID-19 vaccines perceived the vaccination procedure as more stressful. Our findings indicate opportunities for improvements in future vaccination campaigns and highlight the important role of healthcare providers in mitigating stress by addressing individual concerns.
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  • 文章类型: Journal Article
    尽管全球疫苗接种信心正在下降,在这些情况下,低收入和中等收入国家关于影响常规疫苗接种行为的因素的详细信息很少.
    在2022年中期,我们调查了2017-2022年在肯尼亚分娩的人,并询问他们孩子的疫苗接种史以及疫苗接种的行为和社会驱动因素的假设相关性。
    在此示例中的873个孩子中,117人(13%)接种疫苗不足(即,延迟或丢失疫苗剂量)-和疫苗接种不足在COVID-19大流行期间(2020-2022年)的新生儿中更常见,而在大流行前(2017-2019年)。在多级多变量模型中,对疫苗的严重副作用表示担忧的受访者的孩子错过疫苗剂量的几率明显更高(aOR2.06,95%CI1.14-3.72),与COVID-19大流行之前相比,现在有更多的安全性问题之间存在很强的关联(aOR错过剂量4.44,95%CI1.71-11.51;aOR疫苗接种不足3.03,95%CI1.28-7.19)。对卫生工作者更信任的人有较低的孩子错过疫苗剂量的几率(aOR0.85,95%CI0.75-0.97)。报告以患者为中心的疫苗接种护理质量较高的人有孩子延迟或错过疫苗剂量的几率要低得多(aOR错过剂量0.14,95%CI0.04-0.58;aOR疫苗接种不足0.27,95%CI0.10-0.79)。
    这些发现突出了提高疫苗覆盖率的潜在策略:更加注重以患者为中心的护理质量,培训医护人员如何解决疫苗的安全问题,建立对卫生保健系统和卫生工作者的信任。
    UNASSIGNED: Although vaccination confidence is declining globally, there is little detailed information from low- and middle-income countries about factors influencing routine vaccination behavior in these contexts.
    UNASSIGNED: In mid-2022, we surveyed people who gave birth in Kenya between 2017-2022, and asked them about their children\'s vaccination history and about hypothesized correlates of vaccination per the Behavioural and Social Drivers of Vaccination model.
    UNASSIGNED: Of 873 children in this sample, 117 (13%) were under-vaccinated (i.e., delayed or missing vaccine dose(s)) - and under-vaccination was more common among births during the COVID-19 pandemic (2020-2022) versus pre-pandemic (2017-2019). In multi-level multivariable models, children of respondents who expressed concerns about serious side effects from vaccines had significantly higher odds of missed vaccine dose(s) (aOR 2.06, 95 % CI 1.14-3.72), and there was a strong association between having more safety concerns now versus before the COVID-19 pandemic (aOR missed dose(s) 4.44, 95 % CI 1.71-11.51; aOR under-vaccination 3.03, 95 % CI 1.28-7.19). People with greater trust in health workers had lower odds of having a child with missed vaccine dose(s) (aOR 0.85, 95 % CI 0.75-0.97). People who reported higher patient-centered quality of vaccination care had much lower odds of having children with delayed or missed vaccine dose(s) (aOR missed dose(s) 0.14, 95 % CI 0.04-0.58; aOR under-vaccination 0.27, 95 % CI 0.10-0.79).
    UNASSIGNED: These findings highlight potential strategies to improve vaccine coverage: greater focus on patient-centered quality of care, training healthcare workers on how to address safety concerns about vaccines, and building trust in the health care system and in health workers.
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  • 文章类型: Journal Article
    描述农村患者获得医疗保健的旅行时间对他们报告的预防性医疗保健服务利用和个人健康结果的影响。
    从2021年2月至8月收集了来自美国东北部50岁以上农村成年人的在线调查数据。研究措施包括自我报告的旅行时间以获得医疗保健,使用预防性医疗保健,和健康结果。使用线性评估旅行时间与使用预防性护理和健康结果之间的关联,Poisson,和控制人口统计学变量的逻辑回归分析。
    我们的研究人群包括1052名农村成年人,平均旅行时间为18.5分钟(范围:0-60)。种族/族裔少数参与者和高收入参与者的旅行时间更长(均P<0.05),但这与预防性医疗保健的使用无关。更长的旅行时间与更差的心理健康和更多的合并症有关,包括癌症和糖尿病(所有P<0.05)。
    旅行时间因患者人口统计因素而异,它与心理健康和合并症有关。旅行时间和预防性护理之间没有关联,这表明其他障碍可能导致农村社区对这些服务的使用欠佳。需要进一步的研究来阐明将旅行时间与农村社区内的心理健康和合并症联系起来的因果途径,因为增加旅行可能会加剧壁内健康差异。
    UNASSIGNED: To characterize the impact of rural patients\' travel time to obtain healthcare on their reported utilization of preventive healthcare services and personal health outcomes.
    UNASSIGNED: Online survey data from rural adults ages 50+ years living in the Northeastern United States were collected from February to August 2021. Study measures included self-reported travel time to obtain healthcare, use of preventive healthcare, and health outcomes. The associations between travel time with use of preventive care and health outcomes were assessed using linear, Poisson, and logistic regression analyses controlling for demographic variables.
    UNASSIGNED: Our study population included 1052 rural adults, with a mean travel time of 18.5 min (range: 0-60). Travel time was greater for racial/ethnic minority participants and for higher-income participants (both P < .05), but it was not associated with use of preventive healthcare. Greater travel time was associated with poorer mental health and more comorbidities, including cancer and diabetes (all P < .05).
    UNASSIGNED: Travel time varied by patient demographic factors, and it was associated with mental health and comorbidities. There was no association between travel time and preventive care use, suggesting that other barriers likely contribute to suboptimal use of these services within rural communities. Further research is needed to elucidate the causal pathways linking travel time to mental health and comorbidities within rural communities, as increased travel may exacerbate intrarural health disparities.
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  • 文章类型: Journal Article
    该研究确定了企业健康计划(CWP)对菲律宾工人身体的影响,职业,社会情感,知识分子,和精神健康。
    这项研究调查了CWP的组成部分,它的交流形式,受访者的参与程度,动机,和他们的身体,职业,社会情感,知识分子,和精神健康来确定他们在大流行期间的健康状况。该研究利用在线调查来检查与此类计划的有效性相关的问题,描述性统计,相关分析,以评估受访者的社会人口统计概况,和点双材料相关性来测试CWP与其健康状态的关联。
    研究表明,90%的受访者参与了他们组织的CWP,与大多数研究认为州CWP的参与率低相矛盾。CWP倡议大多通过电子邮件公布,印在备忘录中,然后张贴在公告板上,并通过公司网站和社交媒体分享。此外,研究表明,意识到自己的健康计划的员工的总体健康平均得分高于那些没有参与健康计划的员工,并且参与相对于未参与的员工。
    该研究的六个假设显示出积极的结果,表明CWP有利于改善员工的整体健康。然而,基于点双线相关性,每个范式和总体健康评分与参与和意识状态弱相关.在研究中没有记录到不良反应。此外,研究发现,员工积极参与个人健康计划,导致他们的健康维度得分很高。该研究显示了不同的个人健康举措,这意味着员工也对他们的总体福祉持积极态度。
    UNASSIGNED: The study determined the effects of corporate wellness programs (CWP) on Filipino workers\' physical, occupational, socio-emotional, intellectual, and spiritual wellness.
    UNASSIGNED: The study looked into the components of a CWP, its forms of communication, the respondents\' level of participation, motivation, and their physical, occupational, socio-emotional, intellectual, and spiritual well-being to determine their wellness status during the pandemic. The study utilized an online survey to examine questions related to the efficacy of such programs, descriptive statistics, correlation analysis to assess the respondents\' socio-demographic profiles, and point biserial correlation to test the association of CWP to their wellness status.
    UNASSIGNED: The research showed that 90% of the respondents participated in their organization\'s CWP, contradicting most studies that state CWP suffers from a low participation rate. CWP initiatives are mostly publicized through electronic mail, printed in memos, then posted on the bulletin board, and shared through the company website and social media. In addition, the study showed that overall wellness mean scores were higher in employees who were aware of their wellness programs than those who were not and in participating vis-à-vis non-participating employees.
    UNASSIGNED: The study\'s six assumptions showed positive results, indicating that CWPs are beneficial in improving employees\' overall wellness. However, the per paradigm and overall wellness scores were weakly associated with participation and awareness status based on the point biserial correlation. No adverse effects were recorded in the study. In addition, the study discovered that employees were active in personal wellness initiatives, leading to high scores in their wellness dimensions. The study showed different individual wellness initiatives implying that employees were also proactive about their total well-being.
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  • 文章类型: Journal Article
    本研究旨在评估波兰成年人对泌尿生殖系统癌症危险因素的认识,并确定与公众对泌尿生殖系统癌症危险因素认识相关的因素。
    这项横断面调查于2024年3月1日至4日在波兰的2165名成年人的全国样本中进行。使用配额抽样。使用计算机辅助网络访谈(CAWI)方法收集数据。
    无论癌症的类型如何(肾脏,膀胱,或前列腺癌),超过一半的受访者表示,癌症家族史是最公认的危险因素。超过三分之一的人意识到化学暴露会增加患膀胱癌(39.4%)或前列腺癌(34.2%)的风险。40.6%的受访者认为吸烟是肾癌的危险因素。女性性别,受过高等教育,职业活跃和慢性疾病的存在是最重要的因素(p<0.05)与更高的泌尿生殖系统癌症危险因素的认识相关。
    这项研究揭示了波兰成年人对泌尿生殖系统癌症危险因素的认识存在差距。尤其是与生活方式和工作场所相关的危险因素。
    UNASSIGNED: This study aimed to assess the awareness of genitourinary cancers risk factors among adults in Poland and to identify factors associated with public awareness of risk factors for genitourinary cancers.
    UNASSIGNED: This cross-sectional survey was carried out between 1 and 4 March 2024 in a nationwide sample of 2,165 adults in Poland. Quota sampling was used. Data were collected using computer-assisted web interview (CAWI) method.
    UNASSIGNED: Regardless of the type of cancer (kidney, bladder, or prostate cancer), a family history of cancer was the most recognized risk factor indicated by over half of respondents. Over one-third were aware that chemical exposure increases the risk for bladder cancer (39.4%) or prostate cancer (34.2%). Smoking was recognized as a risk factor for kidney cancer by 40.6% of respondents. Female gender, having higher education, being occupationally active and the presence of chronic diseases were the most important factors (p < 0.05) associated with a higher level of awareness of genitourinary cancers risk factors.
    UNASSIGNED: This study revealed gaps in public awareness of genitourinary cancers risk factors among adults in Poland, especially lifestyle-related and workplace-related risk factors.
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  • 文章类型: Journal Article
    加强监测能力的数据现代化努力可以帮助评估在COVID-19大流行期间使用预防服务和诊断新的慢性病的趋势,这广泛扰乱了医疗保健的获取。
    这项横断面研究在大型国家研究网络(PCORnet)中检查了来自21至79岁美国成年人的电子健康记录数据,描述2018年至2022年期间8项预防性卫生服务(N=30,783,825名患者)和9项慢性疾病(N=31,588,222名患者)的新诊断。Joinpoint回归评估了显著的趋势,健康债务的计算是将2020年至2022年的交易量与流行病(2018年和2019年)水平进行比较。
    从2018年到2022年,一些预防性服务的使用增加(血红蛋白A1c和肺部计算机断层扫描,两者P<.05),其他人保持一致(脂质测试,健康访问,乳房X线照片,巴氏试验或人乳头瘤病毒试验,基于粪便的筛查),结肠镜或乙状结肠镜检查下降(P<0.01)。每年新的慢性疾病诊断大多是稳定的(6%高血压;4%至5%胆固醇;4%糖尿病;1%结肠腺瘤;0.1%结直肠癌;在女性中,0.5%乳腺癌),虽然有些下降(肺癌,宫颈上皮内瘤变或原位癌,宫颈癌,所有P<.05)。大流行导致了健康债务,因为大多数预防性服务的使用和慢性疾病的新诊断在2020年少于预期;这些在随后的几年中部分反弹。按年龄组进行的结肠直肠筛查和结肠腺瘤检测与在此期间的筛查推荐年龄变化相一致。
    在2018年至2022年期间接受护理的3000多万患者中,预防服务和慢性病新诊断的使用在2020年下降,然后反弹。还有一些剩余的健康债务。这些数据凸显了利用基于EHR的数据增强传统监测的机会。
    UNASSIGNED: Data modernization efforts to strengthen surveillance capacity could help assess trends in use of preventive services and diagnoses of new chronic disease during the COVID-19 pandemic, which broadly disrupted health care access.
    UNASSIGNED: This cross-sectional study examined electronic health record data from US adults aged 21 to 79 years in a large national research network (PCORnet), to describe use of 8 preventive health services (N = 30,783,825 patients) and new diagnoses of 9 chronic diseases (N = 31,588,222 patients) during 2018 through 2022. Joinpoint regression assessed significant trends, and health debt was calculated comparing 2020 through 2022 volume to prepandemic (2018 and 2019) levels.
    UNASSIGNED: From 2018 to 2022, use of some preventive services increased (hemoglobin A1c and lung computed tomography, both P < .05), others remained consistent (lipid testing, wellness visits, mammograms, Papanicolaou tests or human papillomavirus tests, stool-based screening), and colonoscopies or sigmoidoscopies declined (P < .01). Annual new chronic disease diagnoses were mostly stable (6% hypertension; 4% to 5% cholesterol; 4% diabetes; 1% colonic adenoma; 0.1% colorectal cancer; among women, 0.5% breast cancer), although some declined (lung cancer, cervical intraepithelial neoplasia or carcinoma in situ, cervical cancer, all P < .05). The pandemic resulted in health debt, because use of most preventive services and new diagnoses of chronic disease were less than expected during 2020; these partially rebounded in subsequent years. Colorectal screening and colonic adenoma detection by age group aligned with screening recommendation age changes during this period.
    UNASSIGNED: Among over 30 million patients receiving care during 2018 through 2022, use of preventive services and new diagnoses of chronic disease declined in 2020 and then rebounded, with some remaining health debt. These data highlight opportunities to augment traditional surveillance with EHR-based data.
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  • 文章类型: Journal Article
    背景:原始的“BETTER”(建立在现有的工具上,以改善初级保健中的慢性病预防和筛查)方法包括在40-65岁的参与者之间进行以预防为重点的访问,以及“预防从业者”(PP),授权参与者为癌症和慢性病设定可实现的预防和筛查目标。BETTER成功适应加拿大经济贫困社区(BETERHEALTH)。我们的目标是对指南进行审查,为18-39岁收入较低的年轻人采用“更好的健康”方法做准备。由于可预防的慢性病的患病率高于收入较高的同龄人,因此已知死亡率较早。
    方法:我们搜索了多个电子数据库和灰色文献,以获取有关预防/筛查的临床实践指南,并包括符合以下标准的指南:2008-2020年在加拿大或以下任何国家以英文出版(澳大利亚,爱尔兰,新西兰,苏格兰,美国和英国);并解决了预防或筛查问题。我们使用研究与评估指南(AGREE)II工具和提取的数据(出版物细节,recommendations,和质量/作者报告的证据水平)来自总得分为5或更高的来源。最终建议是在与不同利益攸关方的投入协调后汇编的(共同调查员,PPs,和社区咨询委员会)。
    结果:我们总共纳入了85个指南,并为18-39岁的21个主题制定了42项建议的最终列表。具体建议属于以下主题:癌症,心血管疾病,糖尿病,肥胖,生活方式(酒精;健康的营养/身体活动);健康的关系和健康的性行为,免疫接种,口腔健康,健康的社会决定因素,和物质使用。
    结论:我们确定了针对18-39岁成年人的个人水平预防/筛查行动的循证指南,并与低收入人群相关,这将直接为制定和实施更好的生活干预措施提供信息。
    BACKGROUND: The original \'BETTER\' (Building on Existing Tools To Improve Chronic Disease Prevention and Screening in Primary Care) approach consisted of a prevention-focused visit between participants aged 40-65 years and a \"Prevention Practitioner\" (PP), who empowered the participant to set achievable prevention and screening goals for cancers and chronic diseases. BETTER was successfully adapted for economically deprived communities (BETTER HEALTH) in Canada. Our objective was to conduct a review of guidelines in preparation for adapting the \'BETTER HEALTH\' approach for younger adults aged 18-39 years living with lower income, a group known to have earlier mortality due to a higher prevalence of preventable chronic diseases than their peers with higher income.
    METHODS: We searched multiple electronic databases and grey literature for clinical practice guidelines on prevention/screening and included those that met the following criteria: published in English from 2008-2020 in Canada or any of the following countries (Australia, Ireland, New Zealand, Scotland, United States and England); and addressed prevention or screening. We assessed quality using the Appraisal of Guidelines for Research and Evaluation (AGREE) II tool and extracted data (publication details, recommendations, and Quality/Level of evidence as reported by authors) from sources with overall scores of 5 or higher. Final recommendations were compiled after harmonization with input from diverse stakeholders (co-investigators, PPs, and the Community Advisory Committee).
    RESULTS: We included a total of 85 guidelines, and developed a final list of 42 recommendations for 18-39 year-olds across 21 topics. Specific recommendations fell under the following topics: cancers, cardiovascular disease, diabetes, obesity, lifestyle (alcohol; healthy nutrition/physical activity); healthy relationships and healthy sexuality, immunization, oral health, social determinants of health, and substance use.
    CONCLUSIONS: We identified evidence-based guidelines on individual-level prevention/screening actions for adults 18-39 years old and relevant for those living with lower income which will directly inform development and implementation of the BETTER LIFE intervention.
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  • 文章类型: Journal Article
    目的:将这些预防指南与电子健康记录(EHRs)系统集成,加上个性化预防护理建议的产生,具有改善医疗保健结果的巨大潜力。我们的研究调查了使用大型语言模型(LLM)自动评估标准和风险因素的可行性,该指南用于未来对EHR医疗记录的分析。
    方法:我们注释了标准,危险因素,和美国预防服务工作组发布的成人指南中描述的预防性医疗服务,并评估了3种最新的LLM自动从指南中提取这些类别的信息。
    结果:我们在本研究中纳入了24条指南。LLM可以自动提取所有标准,危险因素,和9个指南的医疗服务。所有3个LLM在提取有关人口统计学标准或风险因素的信息方面表现良好。一些LLM在提取健康的社会决定因素方面表现更好,家族史,和预防性咨询服务比其他服务。
    结论:虽然LLM证明了处理冗长的预防性护理指南的能力,几个挑战依然存在,包括与输入令牌的最大长度和生成内容而不是严格遵守原始输入的趋势相关的约束。此外,在现实世界的临床环境中使用LLM需要仔细的伦理考虑。医疗保健专业人员必须仔细验证提取的信息,以减轻偏见,确保完整性,保持准确性。
    结论:我们开发了一种数据结构来存储注释的预防指南,并使其公开可用。采用最先进的LLM来提取预防性护理标准,危险因素,预防性护理服务为将来将这些指南纳入EHR铺平了道路。
    OBJECTIVE: The integration of these preventive guidelines with Electronic Health Records (EHRs) systems, coupled with the generation of personalized preventive care recommendations, holds significant potential for improving healthcare outcomes. Our study investigates the feasibility of using Large Language Models (LLMs) to automate the assessment criteria and risk factors from the guidelines for future analysis against medical records in EHR.
    METHODS: We annotated the criteria, risk factors, and preventive medical services described in the adult guidelines published by United States Preventive Services Taskforce and evaluated 3 state-of-the-art LLMs on extracting information in these categories from the guidelines automatically.
    RESULTS: We included 24 guidelines in this study. The LLMs can automate the extraction of all criteria, risk factors, and medical services from 9 guidelines. All 3 LLMs perform well on extracting information regarding the demographic criteria or risk factors. Some LLMs perform better on extracting the social determinants of health, family history, and preventive counseling services than the others.
    CONCLUSIONS: While LLMs demonstrate the capability to handle lengthy preventive care guidelines, several challenges persist, including constraints related to the maximum length of input tokens and the tendency to generate content rather than adhering strictly to the original input. Moreover, the utilization of LLMs in real-world clinical settings necessitates careful ethical consideration. It is imperative that healthcare professionals meticulously validate the extracted information to mitigate biases, ensure completeness, and maintain accuracy.
    CONCLUSIONS: We developed a data structure to store the annotated preventive guidelines and make it publicly available. Employing state-of-the-art LLMs to extract preventive care criteria, risk factors, and preventive care services paves the way for the future integration of these guidelines into the EHR.
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