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Prevalence and predictors of viral load suppression in adults living with HIV in the western region of Ghana: A cross-sectional study. 加纳西部地区成人HIV感染者病毒载量抑制的流行率和预测因素:一项横断面研究。
IF 3.3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-01-01 DOI: 10.3934/publichealth.2023033
Philip Boakye, Adwoa Safowaa

Background: Although antiretroviral therapy is beneficial and available free of cost to patients, several roadblocks still prevent patients from reaching viral suppression. This research aimed to determine the prevalence rate of viral suppression among people living with HIV in the western region of Ghana and identify the factors contributing to viral non-suppression.

Methods: A cross-sectional study was conducted on 7199 HIV-positive adults. All data from the Sekondi Public Health Laboratory database was exported to Microsoft Excel and then verified and filtered before being exported to STATA 16.1. Viral non-suppression was modeled statistically using logistic regression.

Results: Viral load suppression was achieved in 5465 (75.91%) study participants who received antiretroviral treatment. However, 1734 participants (24.0%) did not achieve viral suppression. Patients with poor adherence to ARV (AOR 0.30; 95% CI 0.16, 0.58) and fair adherence to ARV (AOR 0.23; 95% CI 0.12, 0.45) were associated with a lower odd of viral non-suppression. Patients with six (6) months to two (2) years of treatment before viral load testing (AOR 0.67; 95% CI 0.46, 0.98) were also associated with a lower likelihood of viral non-suppression.

Conclusions: The rate of non-suppression was high, and the suppression rate fell short of the UNAIDS target. Poor ARV adherence, fair ARV adherence, and a treatment duration of six (6) months to two (2) years before viral load testing appear to be obstacles to viral load suppression. The research findings seem to suggest that viral load testing supports viral non-suppression. Therefore, using viral load tests to monitor medication's effects on health can motivate patients to adhere to their prescribed medication regimen. More research is needed to determine whether viral load testing can improve adherence. Given the high rate of virologic failure, the study highlights the importance of identifying antiretroviral resistance patterns.

背景:尽管抗逆转录病毒治疗对患者是有益的,并且可以免费获得,但仍有一些障碍阻碍患者达到病毒抑制。本研究旨在确定加纳西部地区艾滋病毒感染者中病毒抑制的流行率,并确定导致病毒不抑制的因素。方法:对7199例hiv阳性成人进行横断面调查。Sekondi公共卫生实验室数据库中的所有数据导出到Microsoft Excel中,然后进行验证和过滤,然后导出到STATA 16.1。采用逻辑回归对病毒无抑制进行统计建模。结果:5465名(75.91%)接受抗逆转录病毒治疗的研究参与者实现了病毒载量抑制。然而,1734名参与者(24.0%)没有达到病毒抑制。抗逆转录病毒药物依从性差的患者(AOR 0.30;95% CI 0.16, 0.58)和ARV的公平依从性(AOR 0.23;95% CI 0.12, 0.45)与较低的病毒不抑制奇数相关。接受6个月至2年治疗后进行病毒载量检测的患者(AOR 0.67;95% CI 0.46, 0.98)也与较低的病毒不抑制可能性相关。结论:未抑制率较高,抑制率未达到联合国艾滋病规划署的目标。抗逆转录病毒药物依从性差,抗逆转录病毒药物依从性一般,以及在病毒载量检测前的6个月至2年的治疗时间似乎是抑制病毒载量的障碍。研究结果似乎表明,病毒载量测试支持病毒非抑制。因此,使用病毒载量测试来监测药物对健康的影响可以激励患者坚持他们的处方药物治疗方案。需要更多的研究来确定病毒载量检测是否可以提高依从性。鉴于病毒学失败率很高,该研究强调了确定抗逆转录病毒耐药性模式的重要性。
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引用次数: 0
Nutritional status and dietary intake before hospital admission of pulmonary tuberculosis patients. 肺结核患者入院前营养状况及饮食摄入。
IF 3.3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-01-01 DOI: 10.3934/publichealth.2023031
Trong Hung Nguyen, Thi Hang Nga Nguyen, Hung Le Xuan, Phuong Thao Nguyen, Kim Cuong Nguyen, Tuyet Nhung Le Thi

Conducting research on nutritional status and dietary intake of pulmonary tuberculosis patients is essential for developing interventions in clinical nutrition practice and treatment during hospitalization, which can improve the quality of patients life. This cross-sectional descriptive study aimed to determine nutritional status and some related factors (such as geography, occupation, educational level, economic classification, etc.) of 221 patients with pulmonary tuberculosis who were examined and treated at the Respiratory Tuberculosis Department, National Lung Hospital in July 2019-May 2020. The results showed that the risk of undernutrition: According to BMI (Body Mass Index): 45.8% of patients were malnourished, 44.2% normal and 10.0% overweight/obese. According to MUAC (Mid-Upper Arm Circumference): 60.2% of patients were malnourished, 39.8% of patients were normal. According to SGA (Subjective Global Assessment): 57.9% of patients were at risk of undernutrition, of which 40.7% were at moderate risk of undernutrition and 17.2% risk of severe undernutrition. Classification of nutritional status according to serum albumin index: 50% of patients were malnourished, the rate of undernutrition of mild, moderate and severe levels was 28.9%, 17.9% and 3.2%, respectively. Most patients eat with others and eat less than four meals a day. The average dietary energy of patients with pulmonary tuberculosis in was 1242.6 ± 46.5 Kcal and 1084 ± 57.9 Kcal, respectively. 85.52% of patients did not eat enough food, 4.07% had enough, 10.41% consumed excess energy. The ratio of energy-generating substances in the diet (Carbohydrate:Protein:Lipid) was on average 54:18:28 for males and 55:16:32 for females. Most of the study population had diets that did not meet the experimental study in terms of micronutrient content. Specifically, more than 90% do not meet the requirements for magnesium, calcium, zinc, and vitamin D. The water-soluble and fat-soluble vitamins respond poorly, only about 30-40%. Selenium is the mineral with the best response rate, above 70%. Our findings revealed that the majority of the study subjects had poor nutritional status, as evidenced by diets lacking in essential micronutrients.

开展肺结核患者营养状况和膳食摄入研究,对制定临床营养实践和住院治疗干预措施,提高患者生活质量具有重要意义。本横断面描述性研究旨在了解2019年7月- 2020年5月在国立肺科医院呼吸结核科检查和治疗的221例肺结核患者的营养状况及其相关因素(如地理、职业、文化程度、经济分类等)。结果显示,营养不良风险:根据BMI(身体质量指数):45.8%的患者营养不良,44.2%的患者正常,10.0%的患者超重/肥胖。根据MUAC(中上臂围度):60.2%的患者营养不良,39.8%的患者正常。根据SGA(主观整体评估):57.9%的患者存在营养不良风险,其中40.7%的患者存在中度营养不良风险,17.2%的患者存在严重营养不良风险。根据血清白蛋白指数对营养状况进行分类:50%的患者营养不良,轻度、中度和重度营养不良率分别为28.9%、17.9%和3.2%。大多数患者与他人一起吃饭,每天吃不到四顿饭。年肺结核患者的平均膳食能量分别为1242.6±46.5 Kcal和1084±57.9 Kcal。85.52%的患者食物摄入不足,4.07%的患者食物摄入充足,10.41%的患者能量摄入过量。膳食中能量生成物质(碳水化合物:蛋白质:脂质)的平均比例为男性54:18:28,女性55:16:32。大多数研究人群的饮食在微量营养素含量方面不符合实验研究。具体来说,90%以上的人不符合镁、钙、锌和维生素d的要求。水溶性和脂溶性维生素反应较差,只有30-40%左右。硒是反应率最高的矿物质,达到70%以上。我们的研究结果显示,大多数研究对象营养状况不佳,饮食中缺乏必需的微量营养素。
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引用次数: 0
Appraising the decision-making process concerning COVID-19 policy in postsecondary education in Canada: A critical scoping review protocol 评估加拿大高等教育中COVID-19政策的决策过程:一项关键的范围审查协议
Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-01-01 DOI: 10.3934/publichealth.2023059
Claudia Chaufan, Laurie Manwell, Benjamin Gabbay, Camila Heredia, Charlotte Daniels
Background

Responses to COVID-19 in Canadian postsecondary education have overhauled usual norms and practices, with policies of unclear rationale implemented under the pressure of a reported public health emergency.

Objective

To critically appraise the decision-making process informing COVID-19 policy in the postsecondary education sector.

Methods

Our scoping review will draw from macro and micro theories of public policy, specifically the critical tradition exemplified by Carol Bacchi's approach “What is the problem represented to be” and will be guided by Arksey and O'Malley's framework for scoping reviews and the team-based approach of Levan and colleagues. Data will include diverse and publicly available documents to capture multiple stakeholders' perspectives on the phenomenon of interest and will be retrieved from university newsletters and legal websites using combinations of search terms adapted to specific data types. Two reviewers will independently screen, chart, analyze and synthesize the data. Disagreements will be resolved through full team discussion.

Discussion

Despite the unprecedented nature of the mass medical mandates implemented in the postsecondary sector and their dramatic impact on millions of lives—students, faculty, staff and their families, friends and communities—the decision-making process leading to them has not been documented or appraised. By identifying, summarizing and appraising the evidence, our review should inform practices that can contribute to effective and equitable public health policies in postsecondary institutions moving forward.

& lt; abstract> & lt; sec>& lt; title> Background< / title>加拿大高等教育对COVID-19的应对措施彻底改变了通常的规范和做法,在报告的突发公共卫生事件的压力下实施了理由不明确的政策。</p>& lt; / sec> & lt; sec>& lt; title> Objective< / title>< >批判性地评估为高等教育部门COVID-19政策提供信息的决策过程。</p>& lt; / sec> & lt; sec>& lt; title> Methods< / title>我们的范围审查将借鉴公共政策的宏观和微观理论,特别是以卡罗尔·巴奇的方法“问题代表是什么”为例的批判传统,并将以阿克西和奥麦利的范围审查框架以及莱文及其同事的基于团队的方法为指导。数据将包括各种公开可用的文件,以捕捉多个利益相关者对感兴趣的现象的观点,并将使用适合特定数据类型的搜索词组合从大学时事通讯和法律网站中检索。两名审稿人将独立筛选、制作图表、分析和综合数据。分歧将通过团队讨论解决。</p>& lt; / sec> & lt; sec>& lt; title> Discussion< / title>尽管在高等教育部门实施的大规模医疗任务具有前所未有的性质,并对数百万人的生活——学生、教师、员工及其家人、朋友和社区——产生了巨大影响,但导致这些任务的决策过程尚未被记录或评估。通过识别、总结和评估证据,我们的审查应为有助于推动高等教育机构制定有效和公平的公共卫生政策的做法提供信息。& lt; / sec> & lt; / abstract>
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引用次数: 0
Impact of sex and comorbid diabetes on hospitalization outcomes in acute pancreatitis: A large United States population-based study. 性别和合并症糖尿病对急性胰腺炎住院结果的影响:一项基于美国人群的大型研究
IF 3.3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-01-01 DOI: 10.3934/publichealth.2023009
Simcha Weissman, Stephen J Pandol, Umar Ghaffar, Melody Boafo, Chukwuemeka E Ogbu, Tamer Zahdeh, Mohammed Ashary, Vignesh Krishnan Nagesh, Anushka Kigga, Ayrton Bangolo, Aditi Bhargava

Backgrounds: Data on the association between comorbid diabetes mellitus (DM) and acute pancreatitis (AP) remains limited. Utilizing a large, nationwide database, we aimed to examine the impact of comorbid diabetes mellitus on patients admitted for acute pancreatitis.

Methods: This was a retrospective case-control study of adult patients with AP utilizing the National Inpatient Sample from 2015-2018, using ICD-10 codes. Hospitalization outcomes of patients admitted for AP with comorbid DM were compared to those without comorbid DM at the time of admission. The primary outcome was a mortality difference between the cohorts. Multivariable-adjusted cox proportional hazards model analysis was performed. Data was analyzed as both sex aggregated, and sex segregated.

Results: 940,789 adult patients with AP were included, of which 256,330 (27.3%) had comorbid DM. Comorbid DM was associated with a 31% increased risk of inpatient mortality (aOR: 1.31; p = 0.004), a 53% increased risk of developing sepsis (aOR: 1.53; p = 0.002), increased hospital length of stay (LOS) (4.5 days vs. 3.7 days; p < 0.001), and hospital costs ($9934 vs. $8486; p < 0.001). Whites admitted for AP with comorbid DM were at a 49% increased risk of mortality as compared to Hispanics (aOR: 1.49; p < 0.0001). Different comorbidities had sex-specific risks; men admitted for AP with comorbid DM were at a 28% increased risk of mortality (aOR: 1.28; p < 0.0001) as compared to women. Men with comorbid DM plus obesity or hypertension were also at increased risk of mortality as compared to women, whereas women with comorbid DM plus renal failure were at greater risk of mortality as compared to men.

Conclusions: Comorbid DM appears to be a risk factor for adverse hospitalization outcomes in patients admitted for AP with male sex and race as additional risk factors. Future prospective studies are warranted to confirm these findings to better risk stratify this patient population.

背景:关于合并症糖尿病(DM)和急性胰腺炎(AP)之间关联的数据仍然有限。利用一个全国性的大型数据库,我们旨在研究合并症糖尿病对急性胰腺炎患者的影响。方法:采用ICD-10编码,利用2015-2018年全国住院患者样本,对成年AP患者进行回顾性病例对照研究。将合并合并糖尿病的AP患者的住院结果与入院时未合并糖尿病的患者进行比较。主要结果是队列之间的死亡率差异。进行多变量校正cox比例风险模型分析。对数据进行了性别汇总和性别分离的分析。结果:纳入940,789例AP成年患者,其中256,330例(27.3%)患有共病性糖尿病。共病性糖尿病与住院死亡率增加31%相关(aOR: 1.31;p = 0.004),发生败血症的风险增加53% (aOR: 1.53;p = 0.002),住院时间(LOS)增加(4.5天vs 3.7天;P < 0.001),住院费用(9934美元对8486美元;P < 0.001)。因AP合并糖尿病而入院的白人与西班牙裔相比,死亡风险增加49% (aOR: 1.49;P < 0.0001)。不同的合并症有不同性别的风险;因AP合并糖尿病而入院的男性死亡风险增加28% (aOR: 1.28;P < 0.0001)。男性糖尿病合并肥胖或高血压的死亡风险也高于女性,而女性糖尿病合并肾衰竭的死亡风险高于男性。结论:在男性性别和种族作为附加危险因素的AP患者中,共病性糖尿病似乎是不良住院结果的危险因素。未来的前瞻性研究有必要证实这些发现,以更好地对患者群体进行风险分层。
{"title":"Impact of sex and comorbid diabetes on hospitalization outcomes in acute pancreatitis: A large United States population-based study.","authors":"Simcha Weissman,&nbsp;Stephen J Pandol,&nbsp;Umar Ghaffar,&nbsp;Melody Boafo,&nbsp;Chukwuemeka E Ogbu,&nbsp;Tamer Zahdeh,&nbsp;Mohammed Ashary,&nbsp;Vignesh Krishnan Nagesh,&nbsp;Anushka Kigga,&nbsp;Ayrton Bangolo,&nbsp;Aditi Bhargava","doi":"10.3934/publichealth.2023009","DOIUrl":"https://doi.org/10.3934/publichealth.2023009","url":null,"abstract":"<p><strong>Backgrounds: </strong>Data on the association between comorbid diabetes mellitus (DM) and acute pancreatitis (AP) remains limited. Utilizing a large, nationwide database, we aimed to examine the impact of comorbid diabetes mellitus on patients admitted for acute pancreatitis.</p><p><strong>Methods: </strong>This was a retrospective case-control study of adult patients with AP utilizing the National Inpatient Sample from 2015-2018, using ICD-10 codes. Hospitalization outcomes of patients admitted for AP with comorbid DM were compared to those without comorbid DM at the time of admission. The primary outcome was a mortality difference between the cohorts. Multivariable-adjusted cox proportional hazards model analysis was performed. Data was analyzed as both sex aggregated, and sex segregated.</p><p><strong>Results: </strong>940,789 adult patients with AP were included, of which 256,330 (27.3%) had comorbid DM. Comorbid DM was associated with a 31% increased risk of inpatient mortality (aOR: 1.31; p = 0.004), a 53% increased risk of developing sepsis (aOR: 1.53; p = 0.002), increased hospital length of stay (LOS) (4.5 days vs. 3.7 days; p < 0.001), and hospital costs ($9934 vs. $8486; p < 0.001). Whites admitted for AP with comorbid DM were at a 49% increased risk of mortality as compared to Hispanics (aOR: 1.49; p < 0.0001). Different comorbidities had sex-specific risks; men admitted for AP with comorbid DM were at a 28% increased risk of mortality (aOR: 1.28; p < 0.0001) as compared to women. Men with comorbid DM plus obesity or hypertension were also at increased risk of mortality as compared to women, whereas women with comorbid DM plus renal failure were at greater risk of mortality as compared to men.</p><p><strong>Conclusions: </strong>Comorbid DM appears to be a risk factor for adverse hospitalization outcomes in patients admitted for AP with male sex and race as additional risk factors. Future prospective studies are warranted to confirm these findings to better risk stratify this patient population.</p>","PeriodicalId":45684,"journal":{"name":"AIMS Public Health","volume":"10 1","pages":"105-115"},"PeriodicalIF":3.3,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10091131/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9308996","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Knowledge and attitudes toward COVID-19 vaccination in Sudan: A cross-sectional study. 苏丹对COVID-19疫苗接种的知识和态度:一项横断面研究
IF 3.3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-01-01 DOI: 10.3934/publichealth.2023023
Safaa Badi, Loai Abdelgadir Babiker, Abdullah Yasseen Aldow, Almigdad Badr Aldeen Abas, Mazen Abdelhafiez Eisa, Mohamed Nour Abu-Ali, Wagass Abdelrhman Abdella, Mohamed Elsir Marzouq, Musaab Ahmed, Abubakr Ali M Omer, Mohamed H Ahmed

Background: Vaccines are an essential part of public health interventions to mitigate the devastating health and non-health impacts of COVID-19 pandemic. Despite the fact that Sudan launched the COVID-19 vaccination program in March 2021, only 10% of the population received their two primary doses of vaccines by the end of May 2022. This delayed uptake of vaccines obviously warrants investigation. Therefore, we have conducted this study to evaluate the knowledge, attitude and acceptance of the general population in Sudan toward COVID-19 vaccines.

Methodology: A descriptive cross-sectional community-based study. The data were collected using an electronic questionnaire from 403 individuals living in Khartoum, Sudan. The data were processed using the Statistical Package for Social Sciences (SPSS), and data analysis was performed using appropriate tests.

Results: 51% of the participants were found to have sufficient knowledge about the COVID-19 vaccine, and the knowledge level is higher among those educated beyond the secondary school and those who were employed. Among those unvaccinated, only 47% of the participants expressed their intention to take the vaccine when offered to them. The major reason for not trusting the vaccine is safety concerns expressed by 65.5% of the unvaccinated.

Conclusion: Higher education levels and employment were associated with an increase in sufficient knowledge about the vaccine in around half of the participants. However, most of participants had not taken the vaccine at the time of the study, and the trust in vaccines is not high. Effective interventions by the health authorities are needed to address these issues in order to accelerate the COVID-19 vaccination program in Sudan.

背景:疫苗是减轻COVID-19大流行对健康和非健康造成破坏性影响的公共卫生干预措施的重要组成部分。尽管苏丹于2021年3月启动了COVID-19疫苗接种计划,但到2022年5月底,只有10%的人口接种了两剂初级疫苗。这种疫苗接种的延迟显然值得调查。因此,我们开展了这项研究,以评估苏丹普通人群对COVID-19疫苗的知识、态度和接受程度。方法:描述性横断面社区研究。数据是通过电子问卷从居住在苏丹喀土穆的403个人中收集的。使用社会科学统计软件包(SPSS)对数据进行处理,并使用适当的测试进行数据分析。结果:51%的参与者对COVID-19疫苗有足够的知识,中学以上学历和就业人员的知识水平较高。在未接种疫苗的参与者中,只有47%的参与者表示,当向他们提供疫苗时,他们打算接种。不相信疫苗的主要原因是65.5%未接种疫苗的人表示担心安全问题。结论:在大约一半的参与者中,高等教育水平和就业与疫苗充分知识的增加有关。然而,大多数参与者在研究时没有接种疫苗,对疫苗的信任度不高。需要卫生当局采取有效干预措施来解决这些问题,以加快苏丹的COVID-19疫苗接种规划。
{"title":"Knowledge and attitudes toward COVID-19 vaccination in Sudan: A cross-sectional study.","authors":"Safaa Badi,&nbsp;Loai Abdelgadir Babiker,&nbsp;Abdullah Yasseen Aldow,&nbsp;Almigdad Badr Aldeen Abas,&nbsp;Mazen Abdelhafiez Eisa,&nbsp;Mohamed Nour Abu-Ali,&nbsp;Wagass Abdelrhman Abdella,&nbsp;Mohamed Elsir Marzouq,&nbsp;Musaab Ahmed,&nbsp;Abubakr Ali M Omer,&nbsp;Mohamed H Ahmed","doi":"10.3934/publichealth.2023023","DOIUrl":"https://doi.org/10.3934/publichealth.2023023","url":null,"abstract":"<p><strong>Background: </strong>Vaccines are an essential part of public health interventions to mitigate the devastating health and non-health impacts of COVID-19 pandemic. Despite the fact that Sudan launched the COVID-19 vaccination program in March 2021, only 10% of the population received their two primary doses of vaccines by the end of May 2022. This delayed uptake of vaccines obviously warrants investigation. Therefore, we have conducted this study to evaluate the knowledge, attitude and acceptance of the general population in Sudan toward COVID-19 vaccines.</p><p><strong>Methodology: </strong>A descriptive cross-sectional community-based study. The data were collected using an electronic questionnaire from 403 individuals living in Khartoum, Sudan. The data were processed using the Statistical Package for Social Sciences (SPSS), and data analysis was performed using appropriate tests.</p><p><strong>Results: </strong>51% of the participants were found to have sufficient knowledge about the COVID-19 vaccine, and the knowledge level is higher among those educated beyond the secondary school and those who were employed. Among those unvaccinated, only 47% of the participants expressed their intention to take the vaccine when offered to them. The major reason for not trusting the vaccine is safety concerns expressed by 65.5% of the unvaccinated.</p><p><strong>Conclusion: </strong>Higher education levels and employment were associated with an increase in sufficient knowledge about the vaccine in around half of the participants. However, most of participants had not taken the vaccine at the time of the study, and the trust in vaccines is not high. Effective interventions by the health authorities are needed to address these issues in order to accelerate the COVID-19 vaccination program in Sudan.</p>","PeriodicalId":45684,"journal":{"name":"AIMS Public Health","volume":"10 2","pages":"310-323"},"PeriodicalIF":3.3,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10251048/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9674192","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fish oil users of Greece: Predictors, knowledge and habits regarding dietary supplement use 希腊鱼油使用者:关于膳食补充剂使用的预测因素、知识和习惯
Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-01-01 DOI: 10.3934/publichealth.2023058
Panagiotis-David Soukiasian, Zacharenia Kyrana, Konstantina Gerothanasi, Efstratios Kiranas, Lambros E. Kokokiris
Background

Fish oil (FO) dietary supplements (DS) have gained popularity over the past few decades and emerged as one of the most popular DS in both Europe and the USA. However, in Greece, no study has been carried out to determine the prevalence and characteristics of FO consumers.

Objective

The aim of this study was to describe the stance (i.e., beliefs, knowledge and habits) and practices of FO users in Greece towards DS.

Methods

A cross-sectional study, using in-person questionnaires and a stratified random sampling technique, was conducted throughout 2018–2019. A total of 28.491 Greek citizens over 15 years old were interviewed in 74 regional units corresponding to the 13 administrative regions of Greece. Having used DS at least once, deemed one as: DS+FO, if FO were among them; DS-FO, if FO were never used or DS non-user, if DS were never used. Pearson's chi-square test was used to determine independence between relevant outcome variables and FO use and multinomial logistic regression was performed to create models predictive of FO use.

Results

The sample consisted of 3.5% DS+FO, 51.3% DS-FO and 43.8% DS non-users, while 1.4% could not remember whether they had used DS. Significant predictors for being a DS+FO were identified. DS+FO were more likely to judge a DS-less diet as insufficient, support DS use and comprehend DS's labels. Also, DS+FO had used additional DS, considered more parameters when buying DS and were receivers of DS recommendations from more sources compared to DS-FO. 90% of DS users seek at least one approval source of their DS and 50% support DS recommendation by doctors.

Conclusion

Favorableness towards DS is more prevalent among DS+FO. Most respondents lack knowledge about the legislative background of DS and many would agree to professional guidance.

& lt; abstract> & lt; sec>& lt; title> Background< / title>鱼油(FO)膳食补充剂(DS)在过去的几十年里越来越受欢迎,并成为欧洲和美国最受欢迎的膳食补充剂之一。然而,在希腊,没有进行研究来确定FO消费者的患病率和特征。</p>& lt; / sec> & lt; sec>& lt; title> Objective< / title></p>本研究的目的是描述希腊FO用户对DS的立场(即信念、知识和习惯)和做法。</p>& lt; / sec> & lt; sec>& lt; title> Methods< / title>在2018-2019年期间,采用面对面问卷调查和分层随机抽样技术进行了一项横断面研究。共有28.491名15岁以上的希腊公民在对应于希腊13个行政区域的74个区域单位接受了采访。至少使用过一次DS,如有FO,则视为:DS+FO;DS-FO,如果从未使用过,或者DS非用户,如果从未使用过。使用Pearson's卡方检验来确定相关结果变量与FO使用之间的独立性,并使用多项逻辑回归来建立预测FO使用的模型。& lt; / sec> & lt; sec>& lt; title> Results< / title>样本中有3.5%的DS+FO, 51.3%的DS-FO和43.8%的不使用DS,而1.4%的人不记得他们是否使用过DS。确定了成为DS+FO的重要预测因素。DS+FO更有可能认为不含DS的饮食不足,支持DS的使用并理解DS的标签。此外,与DS-FO相比,DS+FO使用了额外的DS,在购买DS时考虑了更多的参数,并且接受了更多来源的DS推荐。90%的DS用户寻求至少一种DS批准来源,50%的用户支持医生的DS建议。& lt; / sec> & lt; sec>& lt; title> Conclusion< / title>对DS的好感在DS+FO中更为普遍。大多数受访者不了解DS的立法背景,许多人同意接受专业指导。</p>& lt; / sec> & lt; / abstract>
{"title":"Fish oil users of Greece: Predictors, knowledge and habits regarding dietary supplement use","authors":"Panagiotis-David Soukiasian, Zacharenia Kyrana, Konstantina Gerothanasi, Efstratios Kiranas, Lambros E. Kokokiris","doi":"10.3934/publichealth.2023058","DOIUrl":"https://doi.org/10.3934/publichealth.2023058","url":null,"abstract":"<abstract><sec> <title>Background</title> <p>Fish oil (FO) dietary supplements (DS) have gained popularity over the past few decades and emerged as one of the most popular DS in both Europe and the USA. However, in Greece, no study has been carried out to determine the prevalence and characteristics of FO consumers.</p> </sec><sec> <title>Objective</title> <p>The aim of this study was to describe the stance (i.e., beliefs, knowledge and habits) and practices of FO users in Greece towards DS.</p> </sec><sec> <title>Methods</title> <p>A cross-sectional study, using in-person questionnaires and a stratified random sampling technique, was conducted throughout 2018–2019. A total of 28.491 Greek citizens over 15 years old were interviewed in 74 regional units corresponding to the 13 administrative regions of Greece. Having used DS at least once, deemed one as: DS+FO, if FO were among them; DS-FO, if FO were never used or DS non-user, if DS were never used. Pearson's chi-square test was used to determine independence between relevant outcome variables and FO use and multinomial logistic regression was performed to create models predictive of FO use.</p> </sec><sec> <title>Results</title> <p>The sample consisted of 3.5% DS+FO, 51.3% DS-FO and 43.8% DS non-users, while 1.4% could not remember whether they had used DS. Significant predictors for being a DS+FO were identified. DS+FO were more likely to judge a DS-less diet as insufficient, support DS use and comprehend DS's labels. Also, DS+FO had used additional DS, considered more parameters when buying DS and were receivers of DS recommendations from more sources compared to DS-FO. 90% of DS users seek at least one approval source of their DS and 50% support DS recommendation by doctors.</p> </sec><sec> <title>Conclusion</title> <p>Favorableness towards DS is more prevalent among DS+FO. Most respondents lack knowledge about the legislative background of DS and many would agree to professional guidance.</p> </sec></abstract>","PeriodicalId":45684,"journal":{"name":"AIMS Public Health","volume":"49 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135712562","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mississippi church leaders' perceptions of challenges and barriers to the use of consumer wearables among community members 密西西比州教会领袖对社区成员使用消费者可穿戴设备的挑战和障碍的看法
Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-01-01 DOI: 10.3934/publichealth.2023052
Monique White, Candis Pizzetta, Edith Davidson, Andre Hines, Mario Azevedo, Fidelis Ikem, Lena M. Jones, Shelia Malone, Girmay Berhie
Background

Wearables have begun to play a transformative role in health management and disease prevention.

Objective

This study examined the use of wearable devices in African American communities in Mississippi, USA, through the lens of church leaders.

Methods

We conducted focus groups with church leaders to record their perceptions about the use of wearables of their community members. We conducted six focus groups with a total of 89 church leaders from across the state of Mississippi. The focus groups were designed to contextualize and explain the socio-cognitive processes that provided an understanding of wearable device adoption practices among community members. Participants were male and female church leaders who were recruited from the three Mississippi Districts. The church leaders' perceptions of barriers and challenges to the adoption of consumer wearables in their communities were thoroughly analyzed using thematic analysis.

Results

There was great apprehension on the part of community members about the security of the information they entered into the wearable devices and about how that information could be used by other parties. Many community members who understood the value of proactive health behaviors could not afford the high cost of purchasing wearable devices, while others displayed a low level of comfort with technology, believing that wearable use was for younger people.

Conclusion

More expansive adoption of wearable devices in Mississippi will depend on the ability of the public health professionals, policy-makers and manufacturers to address the barriers that were identified by this study, thereby enabling the community to have full access to the potential benefits of these technologies.

& lt; abstract> & lt; sec>& lt; title> Background< / title>可穿戴设备已经开始在健康管理和疾病预防方面发挥变革性作用。</p>& lt; / sec> & lt; sec>& lt; title> Objective< / title></p>本研究通过教会领袖的视角,考察了可穿戴设备在美国密西西比州非裔美国人社区的使用情况。</p>& lt; / sec> & lt; sec>& lt; title> Methods< / title>我们与教会领袖进行了焦点小组讨论,记录他们对社区成员使用可穿戴设备的看法。我们组织了六个焦点小组,共有89位来自密西西比州的教会领袖。焦点小组的目的是将社会认知过程置于背景中,并解释社会认知过程,从而了解社区成员采用可穿戴设备的做法。参与者是来自密西西比三个地区的男性和女性教会领袖。使用主题分析彻底分析了教会领袖对在其社区采用消费者可穿戴设备的障碍和挑战的看法。</p>& lt; / sec> & lt; sec>& lt; title> Results< / title>社区成员对他们输入可穿戴设备的信息的安全性以及其他各方如何使用这些信息感到非常担忧。许多了解积极健康行为价值的社区成员无法承担购买可穿戴设备的高昂成本,而其他人则对技术表现出较低的舒适度,认为可穿戴设备适合年轻人使用。</p>& lt; / sec> & lt; sec>& lt; title> Conclusion< / title>可穿戴设备在密西西比州的更广泛采用将取决于公共卫生专业人员、政策制定者和制造商解决本研究确定的障碍的能力,从而使社区能够充分利用这些技术的潜在好处。& lt; / sec> & lt; / abstract>
{"title":"Mississippi church leaders' perceptions of challenges and barriers to the use of consumer wearables among community members","authors":"Monique White, Candis Pizzetta, Edith Davidson, Andre Hines, Mario Azevedo, Fidelis Ikem, Lena M. Jones, Shelia Malone, Girmay Berhie","doi":"10.3934/publichealth.2023052","DOIUrl":"https://doi.org/10.3934/publichealth.2023052","url":null,"abstract":"<abstract><sec> <title>Background</title> <p>Wearables have begun to play a transformative role in health management and disease prevention.</p> </sec><sec> <title>Objective</title> <p>This study examined the use of wearable devices in African American communities in Mississippi, USA, through the lens of church leaders.</p> </sec><sec> <title>Methods</title> <p>We conducted focus groups with church leaders to record their perceptions about the use of wearables of their community members. We conducted six focus groups with a total of 89 church leaders from across the state of Mississippi. The focus groups were designed to contextualize and explain the socio-cognitive processes that provided an understanding of wearable device adoption practices among community members. Participants were male and female church leaders who were recruited from the three Mississippi Districts. The church leaders' perceptions of barriers and challenges to the adoption of consumer wearables in their communities were thoroughly analyzed using thematic analysis.</p> </sec><sec> <title>Results</title> <p>There was great apprehension on the part of community members about the security of the information they entered into the wearable devices and about how that information could be used by other parties. Many community members who understood the value of proactive health behaviors could not afford the high cost of purchasing wearable devices, while others displayed a low level of comfort with technology, believing that wearable use was for younger people.</p> </sec><sec> <title>Conclusion</title> <p>More expansive adoption of wearable devices in Mississippi will depend on the ability of the public health professionals, policy-makers and manufacturers to address the barriers that were identified by this study, thereby enabling the community to have full access to the potential benefits of these technologies.</p> </sec></abstract>","PeriodicalId":45684,"journal":{"name":"AIMS Public Health","volume":"45 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136052981","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Burnout syndrome among healthcare professionals in the Fako division, Cameroon: Impact of physical activity and sleep quality 喀麦隆法科区医疗保健专业人员的职业倦怠综合症:体力活动和睡眠质量的影响
Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-01-01 DOI: 10.3934/publichealth.2023054
Elysée Claude Bika Lele, Jerson Mekoulou Ndongo, Ako Vera Ashu-akoh, None Ahmadou, Jessica Guyot, Pierre Tchienrg Moueleu Ngalagou, Bienvenu Bongue, Nicholas Tendongfor, Clarisse Noel Ayina Ayina, Marie Yvonne Lobe Tanga, Samuel Honoré Mandengue, Peguy Brice Assomo Ndemba
Objectives

Burnout syndrome (BOS) is an affection mostly resulting from chronic job-related stress. Many studies have identified job-related and non-job-related factors associated with BOS. Our aim of this study was to assess the level of BOS in private and public hospital healthcare providers in Fako division, Cameroon and evaluate the impact of physical activity and sleep quality (SQ).

Methods

The study was carried out in five randomly selected hospitals in Fako Division over a three-month period. Consenting doctors, nurses and laboratory technicians were recruited using consecutive sampling methods. Sociodemographic and professional characteristics were collected using a structured questionnaire. BOS was assessed using the Maslach Burnout Inventory Human Services Survey (MBI-HSS). Sleep quality (SQ) and physical activity (PA) were assessed using the Pittsburgh Sleep Quality Index (PSQI) and Global Physical Activity Questionnaire (GPAQ) respectively. Odd ratios and 95% confidence intervals were calculated and a statistical significance was set for p-value &lt; 0.05.

Results

The mean age was 32 ± 6 years and 70.9% female. BOS prevalence was 66.3% with 71.4% in females and 53.9% in males (p = 0.002). Of the 232 participants with BOS, 65.7%, 52% and 53.7% had moderate to high emotional exhaustion, depersonalization and decreased personal accomplishment, respectively. Moderate to high PA as well as poor SQ were not significantly associated with BOS while longer sleep duration (&gt;8 h) was associated with a greater odd of BOS.

Conclusions

The prevalence of BOS was high among healthcare professionals. While PA showed no protective effects, high sleep duration could increase its risk.

& lt; abstract> & lt; sec>& lt; title> Objectives< / title>职业倦怠综合症(BOS)是一种主要由慢性工作压力引起的情绪。许多研究已经确定了与BOS相关的工作相关因素和非工作相关因素。我们本研究的目的是评估喀麦隆Fako地区私立和公立医院医疗服务提供者的睡眠质量水平,并评估身体活动和睡眠质量(SQ)的影响。& lt; / sec> & lt; sec>& lt; title> Methods< / title>这项研究是在法科省随机选择的五家医院进行的,为期三个月。采用连续抽样方法招募同意的医生、护士和实验室技术人员。使用结构化问卷收集社会人口统计学和职业特征。使用Maslach职业倦怠量表人力服务调查(MBI-HSS)评估BOS。睡眠质量(SQ)和身体活动(PA)分别采用匹兹堡睡眠质量指数(PSQI)和全球身体活动问卷(GPAQ)进行评估。计算奇比和95%置信区间,并为<italic>p</italic>-value <0.05。;/ p>& lt; / sec> & lt; sec>& lt; title> Results< / title>平均年龄32±6岁,女性占70.9%。BOS患病率为66.3%,其中女性71.4%,男性53.9% (<italic>p</italic>= 0.002)。232名BOS患者中,65.7%、52%和53.7%的人存在中度至高度情绪衰竭、人格解体和个人成就感下降。中度至高PA和较差SQ与BOS无显著相关性,而较长的睡眠时间(8小时)与较大的BOS发生率相关。& lt; / sec> & lt; sec>& lt; title> Conclusions< / title><p>在卫生保健专业人员中,BOS的患病率很高。虽然PA没有显示出保护作用,但长时间睡眠可能会增加风险。& lt; / sec> & lt; / abstract>
{"title":"Burnout syndrome among healthcare professionals in the Fako division, Cameroon: Impact of physical activity and sleep quality","authors":"Elysée Claude Bika Lele, Jerson Mekoulou Ndongo, Ako Vera Ashu-akoh, None Ahmadou, Jessica Guyot, Pierre Tchienrg Moueleu Ngalagou, Bienvenu Bongue, Nicholas Tendongfor, Clarisse Noel Ayina Ayina, Marie Yvonne Lobe Tanga, Samuel Honoré Mandengue, Peguy Brice Assomo Ndemba","doi":"10.3934/publichealth.2023054","DOIUrl":"https://doi.org/10.3934/publichealth.2023054","url":null,"abstract":"<abstract><sec> <title>Objectives</title> <p>Burnout syndrome (BOS) is an affection mostly resulting from chronic job-related stress. Many studies have identified job-related and non-job-related factors associated with BOS. Our aim of this study was to assess the level of BOS in private and public hospital healthcare providers in Fako division, Cameroon and evaluate the impact of physical activity and sleep quality (SQ).</p> </sec><sec> <title>Methods</title> <p>The study was carried out in five randomly selected hospitals in Fako Division over a three-month period. Consenting doctors, nurses and laboratory technicians were recruited using consecutive sampling methods. Sociodemographic and professional characteristics were collected using a structured questionnaire. BOS was assessed using the Maslach Burnout Inventory Human Services Survey (MBI-HSS). Sleep quality (SQ) and physical activity (PA) were assessed using the Pittsburgh Sleep Quality Index (PSQI) and Global Physical Activity Questionnaire (GPAQ) respectively. Odd ratios and 95% confidence intervals were calculated and a statistical significance was set for <italic>p</italic>-value &amp;lt; 0.05.</p> </sec><sec> <title>Results</title> <p>The mean age was 32 ± 6 years and 70.9% female. BOS prevalence was 66.3% with 71.4% in females and 53.9% in males (<italic>p</italic> = 0.002). Of the 232 participants with BOS, 65.7%, 52% and 53.7% had moderate to high emotional exhaustion, depersonalization and decreased personal accomplishment, respectively. Moderate to high PA as well as poor SQ were not significantly associated with BOS while longer sleep duration (&amp;gt;8 h) was associated with a greater odd of BOS.</p> </sec><sec> <title>Conclusions</title> <p>The prevalence of BOS was high among healthcare professionals. While PA showed no protective effects, high sleep duration could increase its risk.</p> </sec></abstract>","PeriodicalId":45684,"journal":{"name":"AIMS Public Health","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136373869","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
ADHD in children and adolescents: Review of current practice of non-pharmacological and behavioural management. 儿童和青少年多动症:当前非药物和行为管理的实践回顾。
IF 3.3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-01-01 DOI: 10.3934/publichealth.2023004
Michael O Ogundele, Hani F Ayyash

Attention deficit Hyperactivity Disorder (ADHD) is the commonest childhood neurodevelopmental disorder, affecting 3 to 9% by school age, and often persists into adulthood. ADHD in children and young people (CYP) has wide ranging multi-modal impacts on the affected CYP, their carers and the society. Co-morbidity with other neurodevelopmental, behavioural and emotional disorders is the rule rather than exception. Pharmacological treatment is not recommended as the sole therapeutic intervention, and several other non-pharmacological interventions have been advocated within a framework of Multi-modal strategy as the norm, to address both the core symptoms as well as the behavioural and other related difficulties. All paediatric professionals need to be familiar with the principles of different modalities of non-pharmacological or behavioural interventions for managing ADHD in CYP. Most published up-to-date evidence for behavioural interventions both for the core ADHD symptoms and other outcome measures are summarized in this article, including the peculiar problems related to their research. The most effective evidence-based strategies for controlling ADHD core symptoms are combination of stimulant medications with Behavioural therapy (BT) or Cognitive behaviour therapy (CBT), as well as group-based parental Psychoeducation. Standalone BT, CBT, Mindfulness, Neurocognitive training and Neurofeedback cannot currently be recommended for controlling core symptoms due to limited evidence. Other Behavioural interventions could lead to improvements in ADHD-related outcomes, including parenting skills, CYP's social skills, academic performance and disruptive behaviours. School-based non-pharmacological interventions have been shown to reduce disruptive behaviours. Executive skills are also significantly improved with use of computer-based Neurocognitive training and regular physical Cardio exercises. It is disappointing that combinations of different types of psychosocial interventions have low efficacy on both the core ADHD symptoms and other related outcomes. The readers are welcome to test their knowledge and learning efficacy through an accompanying quiz.

注意缺陷多动障碍(ADHD)是最常见的儿童神经发育障碍,在学龄时影响3%至9%,并且经常持续到成年。儿童青少年注意力缺陷多动障碍(ADHD)对儿童青少年、其照顾者和社会具有广泛的多模态影响。与其他神经发育、行为和情绪障碍合并症是普遍现象,而非例外。不建议将药物治疗作为唯一的治疗干预措施,在多模式战略框架内,提倡将其他几种非药物干预措施作为规范,以解决核心症状以及行为和其他相关困难。所有儿科专业人员都需要熟悉不同形式的非药物或行为干预的原则,以管理CYP中的ADHD。在这篇文章中,我们总结了大多数关于行为干预的最新证据,包括ADHD核心症状和其他结果测量,包括与他们的研究相关的特殊问题。控制ADHD核心症状最有效的循证策略是将兴奋剂药物与行为疗法(BT)或认知行为疗法(CBT)结合,以及以群体为基础的父母心理教育。由于证据有限,目前不能推荐单独的BT、CBT、正念、神经认知训练和神经反馈来控制核心症状。其他行为干预可能导致adhd相关结果的改善,包括育儿技能、CYP的社交技能、学习成绩和破坏性行为。以学校为基础的非药物干预已被证明可以减少破坏性行为。通过使用基于计算机的神经认知训练和定期的身体有氧运动,执行能力也得到了显著提高。令人失望的是,不同类型的社会心理干预组合对ADHD核心症状和其他相关结果的疗效都很低。欢迎读者通过附带的测试来测试他们的知识和学习效果。
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引用次数: 1
RFFE - Random Forest Fuzzy Entropy for the classification of Diabetes Mellitus. 随机森林模糊熵用于糖尿病的分类。
IF 3.3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-01-01 DOI: 10.3934/publichealth.2023030
A Usha Ruby, J George Chellin Chandran, T J Swasthika Jain, B N Chaithanya, Renuka Patil

Diabetes is a category of metabolic disease commonly known as a chronic illness. It causes the body to generate less insulin and raises blood sugar levels, leading to various issues and disrupting the functioning of organs, including the retinal, kidney and nerves. To prevent this, people with chronic illnesses require lifetime access to treatment. As a result, early diabetes detection is essential and might save many lives. Diagnosis of people at high risk of developing diabetes is utilized for preventing the disease in various aspects. This article presents a chronic illness prediction prototype based on a person's risk feature data to provide an early prediction for diabetes with Fuzzy Entropy random vectors that regulate the development of each tree in the Random Forest. The proposed prototype consists of data imputation, data sampling, feature selection, and various techniques to predict the disease, such as Fuzzy Entropy, Synthetic Minority Oversampling Technique (SMOTE), Convolutional Neural Network (CNN) with Stochastic Gradient Descent with Momentum (SGDM), Support Vector Machines (SVM), Classification and Regression Tree (CART), K-Nearest Neighbor (KNN), and Naïve Bayes (NB). This study uses the existing Pima Indian Diabetes (PID) dataset for diabetic disease prediction. The predictions' true/false positive/negative rate is investigated using the confusion matrix and the receiver operating characteristic area under the curve (ROCAUC). Findings on a PID dataset are compared with machine learning algorithms revealing that the proposed Random Forest Fuzzy Entropy (RFFE) is a valuable approach for diabetes prediction, with an accuracy of 98 percent.

糖尿病是一种通常被称为慢性疾病的代谢性疾病。它会导致身体产生更少的胰岛素,提高血糖水平,导致各种问题,破坏器官的功能,包括视网膜、肾脏和神经。为了预防这种情况,慢性病患者需要终生获得治疗。因此,糖尿病的早期检测至关重要,可能会挽救许多生命。对糖尿病高危人群的诊断可用于从各个方面预防该疾病。本文提出了一种基于个体风险特征数据的慢性疾病预测原型,利用模糊熵随机向量来调节随机森林中每棵树的发展,为糖尿病提供早期预测。所提出的原型包括数据输入、数据采样、特征选择和各种疾病预测技术,如模糊熵、合成少数过采样技术(SMOTE)、带有随机动量梯度下降(SGDM)的卷积神经网络(CNN)、支持向量机(SVM)、分类与回归树(CART)、k -近邻(KNN)和Naïve贝叶斯(NB)。本研究使用现有的皮马印第安糖尿病(PID)数据集进行糖尿病疾病预测。使用混淆矩阵和曲线下接收者工作特征面积(ROCAUC)来研究预测的真/假阳性/阴性率。将PID数据集的研究结果与机器学习算法进行比较,发现所提出的随机森林模糊熵(RFFE)是一种有价值的糖尿病预测方法,准确率为98%。
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引用次数: 0
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