首页 > 最新文献

Global Epidemiology最新文献

英文 中文
Estimating effects of aging and disease progression in current and former smokers using longitudinal models 利用纵向模型估算当前吸烟者和曾经吸烟者衰老和疾病进展的影响
Pub Date : 2024-12-01 Epub Date: 2024-09-29 DOI: 10.1016/j.gloepi.2024.100165
Matthew Strand , Surya Bhatt , Matthew Moll , David Baraghoshi

Objectives

To separate estimates of mean change in a health outcome into components of aging and disease progression for different severity groups of chronic obstructive pulmonary disease (COPD).

Study design and methods

A longitudinal model can be used to estimate mean change in a health outcome over time. Methods to separate this change into portions due to aging and disease progression are discussed, including conditions that allow for accurate estimation. Linear mixed models were used to estimate these changes for forced expiratory volume in 1 s (FEV1) for various COPD severity and smoking groups using a large cohort (COPDGene) followed for over 10 years.

Results

Based on an analysis of 4967 subjects, age-related loss in FEV1 was found to be about 1 % per year, consistent with published work. Excess average losses (those beyond natural aging) were significant for all severity groups (except nonsmokers), including those with smoking history but normal lung function. Subjects in higher severity groups tended to have less loss in FEV1, but more relative loss, compared to baseline averages. Losses in FEV1 that included both aging and disease progression ranged from 1 to 3 % over severity groups, with current smokers generally exhibiting greater mean losses in FEV1 than former smokers.

Discussion

Effects of disease progression separate from aging can be estimated in observational studies, although care should be taken in order to make sure assumptions involving this separation are reasonable for a given study. This article demonstrates methods to estimate such effects using temporal changes in lung function for subjects in the COPDGene study.
目的将慢性阻塞性肺病(COPD)不同严重程度组的健康结果平均变化估算值分为老化和疾病进展两部分。本文讨论了将这一变化分为老化和疾病进展两部分的方法,包括进行精确估算的条件。结果基于对 4967 名受试者的分析,发现与年龄相关的 FEV1 损失约为每年 1%,与已发表的研究结果一致。在所有严重程度组别(不吸烟者除外),包括有吸烟史但肺功能正常的受试者中,超额平均损失(自然衰老之外的损失)都很显著。与基线平均值相比,严重程度较高组别受试者的 FEV1 损失较少,但相对损失较多。包括衰老和疾病进展在内的 FEV1 损失在各严重程度组中从 1% 到 3% 不等,目前吸烟者的 FEV1 平均损失通常大于曾经吸烟者。讨论在观察性研究中可以估算出疾病进展与衰老分离的影响,但应注意确保涉及这种分离的假设对于特定研究是合理的。本文展示了利用 COPDGene 研究中受试者肺功能的时间变化来估计这种影响的方法。
{"title":"Estimating effects of aging and disease progression in current and former smokers using longitudinal models","authors":"Matthew Strand ,&nbsp;Surya Bhatt ,&nbsp;Matthew Moll ,&nbsp;David Baraghoshi","doi":"10.1016/j.gloepi.2024.100165","DOIUrl":"10.1016/j.gloepi.2024.100165","url":null,"abstract":"<div><h3>Objectives</h3><div>To separate estimates of mean change in a health outcome into components of aging and disease progression for different severity groups of chronic obstructive pulmonary disease (COPD).</div></div><div><h3>Study design and methods</h3><div>A longitudinal model can be used to estimate mean change in a health outcome over time. Methods to separate this change into portions due to aging and disease progression are discussed, including conditions that allow for accurate estimation. Linear mixed models were used to estimate these changes for <em>forced expiratory volume in 1</em> <em>s</em> (FEV<sub>1</sub>) for various COPD severity and smoking groups using a large cohort (COPDGene) followed for over 10 years.</div></div><div><h3>Results</h3><div>Based on an analysis of 4967 subjects, age-related loss in FEV<sub>1</sub> was found to be about 1 % per year, consistent with published work. Excess average losses (those beyond natural aging) were significant for all severity groups (except nonsmokers), including those with smoking history but normal lung function. Subjects in higher severity groups tended to have less loss in FEV<sub>1</sub>, but more relative loss, compared to baseline averages. Losses in FEV<sub>1</sub> that included both aging and disease progression ranged from 1 to 3 % over severity groups, with current smokers generally exhibiting greater mean losses in FEV<sub>1</sub> than former smokers.</div></div><div><h3>Discussion</h3><div>Effects of disease progression separate from aging can be estimated in observational studies, although care should be taken in order to make sure assumptions involving this separation are reasonable for a given study. This article demonstrates methods to estimate such effects using temporal changes in lung function for subjects in the COPDGene study.</div></div>","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"8 ","pages":"Article 100165"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142533021","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
What constitutes valid evidence of causation? Gas stoves and childhood asthma revisited 什么是因果关系的有效证据?煤气灶与儿童哮喘再探讨
Pub Date : 2024-12-01 Epub Date: 2024-10-21 DOI: 10.1016/j.gloepi.2024.100173
Louis Anthony Cox Jr.
{"title":"What constitutes valid evidence of causation? Gas stoves and childhood asthma revisited","authors":"Louis Anthony Cox Jr.","doi":"10.1016/j.gloepi.2024.100173","DOIUrl":"10.1016/j.gloepi.2024.100173","url":null,"abstract":"","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"8 ","pages":"Article 100173"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142533037","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
Exploring diseases burden in HIV population: Results from the CHAO (Comorbidities in HIV/AIDS outpatients) cross-sectional study in Kenya 探索艾滋病人群的疾病负担:肯尼亚 CHAO(艾滋病毒/艾滋病门诊患者合并症)横断面研究的结果
Pub Date : 2024-12-01 Epub Date: 2024-10-22 DOI: 10.1016/j.gloepi.2024.100174
Fausto Ciccacci , Benjamin Welu , Harrison Ndoi , Claudia Mosconi , Carolina De Santo , Mariachiara Carestia , Anna Maria Doro Altan , Joseph Murungi , Koome Muthuri , Mariagrazia Cicala , Giovanni Guidotti , Stefano Orlando

Background

Africa is the epicenter of the HIV epidemic, with over two-thirds of the global population living with HIV. It is also facing a dramatic increase in non-communicable diseases (NCDs) amidst its aging population. This necessitates a healthcare approach that addresses both infectious diseases and NCDs in HIV-positive individuals. In Kenya, with 1.4 million HIV-positive people, efforts include widespread ART access and integrating HIV services into the health system. Challenges remain in healthcare infrastructure, particularly in rural areas. The Comorbidities in HIV/AIDS Outpatients (CHAO) Project, funded by the Italian Cooperation Agency, aims to improve understanding and management of comorbidities in HIV patients, highlighting the need for cost-effective healthcare strategies to address this dual burden.

Methods

The CHAO (Comorbidities in HIV/AIDS Outpatients) project conducted a cross-sectional epidemiological study across 25 clinics in Meru County, Kenya. The study included comprehensive surveys and screenings for various comorbidities among HIV-positive patients receiving treatment, utilizing both clinical evaluations and laboratory tests to assess the prevalence of infectious diseases and NCDs.

Results

A total of 1051 HIV-positive individuals were included in the study: 75 % females, 25 % males, median age 47 years, the majority (96 %) on long-term ART, mostly Dolutegravir-based (95 %). 55.4 % had at least one comorbidity, with NCDs such as dyslipidemia (21.22 %) and hypertension (20.17 %) being the most prevalent. The study also noted significant occurrences of communicable diseases, including syphilis (5.23 %), hepatitis B (2.19 %), and hepatitis C (0.29 %). The prevalence of comorbidities varied with age, highlighting the impact of aging on disease burden.

Discussion

The high prevalence of comorbidities among HIV-positive patients in Meru County underscores the need for integrated healthcare strategies that address both infectious diseases and NCDs. The findings advocate for systematic screening and management of comorbidities within HIV care programs, emphasizing the need for holistic health approaches to improve outcomes for this population.
背景非洲是艾滋病毒疫情的中心,全球三分之二以上的人口感染了艾滋病毒。在人口老龄化的同时,非洲还面临着非传染性疾病 (NCD) 的急剧增加。因此,有必要采取一种医疗保健方法,同时解决艾滋病毒抗体阳性者的传染病和非传染性疾病问题。在拥有 140 万艾滋病毒抗体阳性者的肯尼亚,所做的努力包括普及抗逆转录病毒疗法,以及将艾滋病毒服务纳入卫生系统。医疗保健基础设施仍面临挑战,尤其是在农村地区。由意大利合作署资助的艾滋病毒/艾滋病门诊患者合并症(CHAO)项目旨在提高人们对艾滋病毒患者合并症的了解和管理,强调需要采取具有成本效益的医疗策略来解决这一双重负担。该研究包括对接受治疗的 HIV 阳性患者的各种合并症进行全面调查和筛查,利用临床评估和实验室检测来评估传染病和非传染性疾病的患病率:其中 75% 为女性,25% 为男性,年龄中位数为 47 岁,大多数人(96%)接受长期抗逆转录病毒疗法,大部分患者(95%)接受多鲁曲韦疗法。55.4%的患者至少患有一种合并症,其中以血脂异常(21.22%)和高血压(20.17%)等非传染性疾病最为常见。研究还注意到,梅毒(5.23%)、乙型肝炎(2.19%)和丙型肝炎(0.29%)等传染病的发病率也很高。并发症的患病率随年龄而变化,这凸显了老龄化对疾病负担的影响。讨论梅鲁县艾滋病毒阳性患者的并发症患病率很高,这凸显了同时应对传染病和非传染性疾病的综合医疗保健战略的必要性。研究结果提倡在艾滋病护理项目中对合并症进行系统筛查和管理,强调需要采用综合保健方法来改善这一人群的治疗效果。
{"title":"Exploring diseases burden in HIV population: Results from the CHAO (Comorbidities in HIV/AIDS outpatients) cross-sectional study in Kenya","authors":"Fausto Ciccacci ,&nbsp;Benjamin Welu ,&nbsp;Harrison Ndoi ,&nbsp;Claudia Mosconi ,&nbsp;Carolina De Santo ,&nbsp;Mariachiara Carestia ,&nbsp;Anna Maria Doro Altan ,&nbsp;Joseph Murungi ,&nbsp;Koome Muthuri ,&nbsp;Mariagrazia Cicala ,&nbsp;Giovanni Guidotti ,&nbsp;Stefano Orlando","doi":"10.1016/j.gloepi.2024.100174","DOIUrl":"10.1016/j.gloepi.2024.100174","url":null,"abstract":"<div><h3>Background</h3><div>Africa is the epicenter of the HIV epidemic, with over two-thirds of the global population living with HIV. It is also facing a dramatic increase in non-communicable diseases (NCDs) amidst its aging population. This necessitates a healthcare approach that addresses both infectious diseases and NCDs in HIV-positive individuals. In Kenya, with 1.4 million HIV-positive people, efforts include widespread ART access and integrating HIV services into the health system. Challenges remain in healthcare infrastructure, particularly in rural areas. The Comorbidities in HIV/AIDS Outpatients (CHAO) Project, funded by the Italian Cooperation Agency, aims to improve understanding and management of comorbidities in HIV patients, highlighting the need for cost-effective healthcare strategies to address this dual burden.</div></div><div><h3>Methods</h3><div>The CHAO (Comorbidities in HIV/AIDS Outpatients) project conducted a cross-sectional epidemiological study across 25 clinics in Meru County, Kenya. The study included comprehensive surveys and screenings for various comorbidities among HIV-positive patients receiving treatment, utilizing both clinical evaluations and laboratory tests to assess the prevalence of infectious diseases and NCDs.</div></div><div><h3>Results</h3><div>A total of 1051 HIV-positive individuals were included in the study: 75 % females, 25 % males, median age 47 years, the majority (96 %) on long-term ART, mostly Dolutegravir-based (95 %). 55.4 % had at least one comorbidity, with NCDs such as dyslipidemia (21.22 %) and hypertension (20.17 %) being the most prevalent. The study also noted significant occurrences of communicable diseases, including syphilis (5.23 %), hepatitis B (2.19 %), and hepatitis C (0.29 %). The prevalence of comorbidities varied with age, highlighting the impact of aging on disease burden.</div></div><div><h3>Discussion</h3><div>The high prevalence of comorbidities among HIV-positive patients in Meru County underscores the need for integrated healthcare strategies that address both infectious diseases and NCDs. The findings advocate for systematic screening and management of comorbidities within HIV care programs, emphasizing the need for holistic health approaches to improve outcomes for this population.</div></div>","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"8 ","pages":"Article 100174"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142533022","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
Tailored guidance to apply the Estimand framework to Trials within Cohorts (TwiCs) studies 将 Estimand 框架应用于群组内试验 (TwiCs) 研究的定制指南
Pub Date : 2024-12-01 Epub Date: 2024-09-21 DOI: 10.1016/j.gloepi.2024.100163
R. Gal , R. Kessels , K. Luijken , L.A. Daamen , D.R. Mink van der Molen , S.A.M. Gernaat , A.M. May , H.M. Verkooijen , P.M. van de Ven
Objective: The estimand framework offers a structured approach to define the treatment effect to be estimated in a clinical study. Defining the estimand upfront helps formulating the research question and informs study design, data collection and statistical analysis methods. Since the Trials within Cohorts (TwiCs) design has unique characteristics, the objective of this study is to describe considerations and provide guidance for formulating estimands for TwiCs studies.
Methods: The key attributes of an estimand are the target population, treatments that are compared, the endpoint, intercurrent events and their handling, and the population-level summary measure. The estimand framework was applied retrospectively to two TwiCs studies: the SPONGE and UMBRELLA Fit trial. The aim is to demonstrate how the estimand framework can be implemented in TwiCs studies, thereby focusing on considerations relevant for defining the estimand. Three estimands were defined for both studies. For the SPONGE trial, estimators were derived.
Results: Intercurrent events considered to occur exclusively or more frequently in TwiCs studies compared to conventional randomized trials included intervention refusal after randomization, misalignment of timing of routine cohort measurements and the intervention period, and participants in the control arm initiating treatments similar to the studied intervention. Considerations for handling refusal after randomization related to decisions on whether the target population should include all eligible participants or the subpopulation that would accept (or undergo) the intervention when offered. Considerations for handling treatment initiation in the control arm and misalignments of timing related to decisions on whether such events should be considered part of treatment policy or whether interest is in a hypothetical scenario where such events do not occur.
Conclusion: The TwiCs study design has unique features that pose specific considerations when formulating an estimand. The examples in this study can provide guidance in the definition of estimands in future TwiCs studies.
目的:估算指标框架提供了一种结构化方法,用于定义临床研究中需要估算的治疗效果。预先定义估计指标有助于提出研究问题,并为研究设计、数据收集和统计分析方法提供依据。由于群组内试验(TwiCs)设计有其独特性,本研究的目的是描述TwiCs研究中的注意事项,并为制定估计指标提供指导:估算指标的关键属性包括目标人群、比较的治疗方法、终点、并发症及其处理以及人群水平的总结测量。对两项TwiCs研究--SPONGE和UMBRELLA Fit试验--回顾性地应用了估计值框架。目的是展示如何在TwiCs研究中实施估计指标框架,从而重点关注与定义估计指标相关的注意事项。两项研究都定义了三个估计指标。结果:与传统随机试验相比,TwiCs 研究中被认为是唯一或更频繁发生的并发症包括:随机化后拒绝干预、常规队列测量时间与干预期不一致、对照组参与者开始接受与所研究干预类似的治疗。处理随机化后拒绝干预的考虑因素与目标人群是否应包括所有符合条件的参与者或提供干预后会接受(或进行)干预的亚人群有关。考虑如何处理对照组的治疗启动和时间错位问题,这涉及到是否应将此类事件视为治疗政策的一部分,或者是否应关注不发生此类事件的假设情况:TwiCs 研究设计有其独特之处,在制定估计值时需要特别考虑。本研究中的例子可为今后的TwiCs研究中估算指标的定义提供指导。
{"title":"Tailored guidance to apply the Estimand framework to Trials within Cohorts (TwiCs) studies","authors":"R. Gal ,&nbsp;R. Kessels ,&nbsp;K. Luijken ,&nbsp;L.A. Daamen ,&nbsp;D.R. Mink van der Molen ,&nbsp;S.A.M. Gernaat ,&nbsp;A.M. May ,&nbsp;H.M. Verkooijen ,&nbsp;P.M. van de Ven","doi":"10.1016/j.gloepi.2024.100163","DOIUrl":"10.1016/j.gloepi.2024.100163","url":null,"abstract":"<div><div><strong>Objective</strong>: The estimand framework offers a structured approach to define the treatment effect to be estimated in a clinical study. Defining the estimand upfront helps formulating the research question and informs study design, data collection and statistical analysis methods. Since the Trials within Cohorts (TwiCs) design has unique characteristics, the objective of this study is to describe considerations and provide guidance for formulating estimands for TwiCs studies.</div><div><strong>Methods</strong>: The key attributes of an estimand are the target population, treatments that are compared, the endpoint, intercurrent events and their handling, and the population-level summary measure. The estimand framework was applied retrospectively to two TwiCs studies: the SPONGE and UMBRELLA Fit trial. The aim is to demonstrate how the estimand framework can be implemented in TwiCs studies, thereby focusing on considerations relevant for defining the estimand. Three estimands were defined for both studies. For the SPONGE trial, estimators were derived.</div><div><strong>Results</strong>: Intercurrent events considered to occur exclusively or more frequently in TwiCs studies compared to conventional randomized trials included intervention refusal after randomization, misalignment of timing of routine cohort measurements and the intervention period, and participants in the control arm initiating treatments similar to the studied intervention. Considerations for handling refusal after randomization related to decisions on whether the target population should include all eligible participants or the subpopulation that would accept (or undergo) the intervention when offered. Considerations for handling treatment initiation in the control arm and misalignments of timing related to decisions on whether such events should be considered part of treatment policy or whether interest is in a hypothetical scenario where such events do not occur.</div><div><strong>Conclusion</strong>: The TwiCs study design has unique features that pose specific considerations when formulating an estimand. The examples in this study can provide guidance in the definition of estimands in future TwiCs studies.</div></div>","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"8 ","pages":"Article 100163"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142328314","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
Response to: Letter by Litwack and DeGruttola regarding “Moral controversies and academic public health: Notes on navigating and surviving academic freedom challenges” 回应:Litwack 和 DeGruttola 关于 "道德争议和学术公共卫生:关于驾驭和经受学术自由挑战的说明"
Pub Date : 2024-12-01 Epub Date: 2024-07-01 DOI: 10.1016/j.gloepi.2024.100153
Tyler J. VanderWeele
{"title":"Response to: Letter by Litwack and DeGruttola regarding “Moral controversies and academic public health: Notes on navigating and surviving academic freedom challenges”","authors":"Tyler J. VanderWeele","doi":"10.1016/j.gloepi.2024.100153","DOIUrl":"https://doi.org/10.1016/j.gloepi.2024.100153","url":null,"abstract":"","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"8 ","pages":"Article 100153"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2590113324000191/pdfft?md5=361b89dd2baf33bf5100df18f05dec44&pid=1-s2.0-S2590113324000191-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141594042","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
Reliability of a short diet and vitamin supplement questionnaire for retrospective collection of maternal nutrient intake 用于回顾性收集孕产妇营养摄入量的简短饮食和维生素补充剂问卷的可靠性
Pub Date : 2024-12-01 Epub Date: 2024-06-14 DOI: 10.1016/j.gloepi.2024.100150
Rebecca J. Schmidt , Amanda J. Goodrich , Lauren Granillo , Yunru Huang , Paula Krakowiak , Adrianne Widaman , J. Erin Dienes , Deborah H. Bennett , Cheryl K. Walker , Daniel J. Tancredi

Background

Gestational nutrition can protect against adverse neurodevelopmental outcomes.

Objectives

We developed a short tool for collecting maternal nutritional intake during pregnancy to facilitate research in this area and compared its retrospective use to prospectively-collected food frequency questionnaires (FFQ).

Methods

Maternal nutritional intake was retrospectively assessed using three versions (full interview, full self-administered online, and shortened interview) of the Early Life Exposure Assessment Tool (ELEAT) among participants of the MARBLES pregnancy cohort study of younger siblings of autistic children. Retrospective responses were compared with responses to supplement questions and the validated 2005 Block FFQ prospectively collected in MARBLES during pregnancies 2–7 years prior. ELEAT nutrient values were calculated using reported food intake frequencies and nutrient values from the USDA nutrient database. Correlations between retrospectively- and prospectively-reported intake were evaluated using Kappa coefficients, Youden's J, and Spearman Rank Correlation Coefficients (rs).

Results

MARBLES FFQ dietary intakes were compared among 54 women who completed the ELEAT full form including 12 online, and among 23 who completed the ELEAT short form. Correlations across most foods were fair to moderate. Most ELEAT quantified nutrient values were moderately correlated (rs = 0.3–0.6) with those on the Block FFQ. Supplement questions in both MARBLES and the ELEAT were completed by 114 women. Kappas were moderate for whether or not supplements were taken, but modest for timing. Correlations varied by version and child diagnosis or concerns, and were higher when mothers completed the ELEAT when their child was 4 years old or younger.

Conclusions

With recall up to several years, ELEAT dietary and supplement module responses were modestly to moderately reliable and produced nutrient values moderately correlated with prospectively-collected measures. The ELEAT dietary and vitamin supplements modules can be used to rank participants in terms of intake of several nutrients relevant for neurodevelopment.

背景妊娠期营养可预防不良神经发育结果的发生。目的我们开发了一种简易工具,用于收集妊娠期母体营养摄入量,以促进该领域的研究,并将其回顾性使用与前瞻性收集的食物频率问卷(FFQ)进行了比较。方法使用三种版本的早期生活暴露评估工具(ELEAT)(完整访谈、完整在线自填和简短访谈)对自闭症儿童弟弟妹妹的 MARBLES 妊娠队列研究参与者的母亲营养摄入量进行回顾性评估。将回顾性回答与补充问题的回答以及 MARBLES 在 2-7 年前的妊娠期间收集的经过验证的 2005 Block FFQ 进行了比较。ELEAT 营养素值是根据报告的食物摄入频率和美国农业部营养素数据库中的营养素值计算得出的。使用卡帕系数、Youden's J 和斯皮尔曼等级相关系数 (rs) 评估了回顾性报告的摄入量与前瞻性报告的摄入量之间的相关性。结果 比较了 54 名填写 ELEAT 全表(包括 12 名在线填写者)的妇女和 23 名填写 ELEAT 短表的妇女的 MARBLES FFQ 膳食摄入量。大多数食物之间的相关性为一般至中等。大多数 ELEAT 量化营养素值与 Block FFQ 上的营养素值呈中度相关(rs = 0.3-0.6)。有 114 名女性完成了 MARBLES 和 ELEAT 中的补充剂问题。是否服用补充剂的 Kappas 值适中,而服用时间的 Kappas 值适中。相关性因版本和儿童诊断或关注点的不同而不同,当母亲在孩子 4 岁或 4 岁以下时完成 ELEAT 时,相关性更高。ELEAT 膳食和维生素补充剂模块可用于对参与者的神经发育相关营养素摄入量进行排名。
{"title":"Reliability of a short diet and vitamin supplement questionnaire for retrospective collection of maternal nutrient intake","authors":"Rebecca J. Schmidt ,&nbsp;Amanda J. Goodrich ,&nbsp;Lauren Granillo ,&nbsp;Yunru Huang ,&nbsp;Paula Krakowiak ,&nbsp;Adrianne Widaman ,&nbsp;J. Erin Dienes ,&nbsp;Deborah H. Bennett ,&nbsp;Cheryl K. Walker ,&nbsp;Daniel J. Tancredi","doi":"10.1016/j.gloepi.2024.100150","DOIUrl":"10.1016/j.gloepi.2024.100150","url":null,"abstract":"<div><h3>Background</h3><p>Gestational nutrition can protect against adverse neurodevelopmental outcomes.</p></div><div><h3>Objectives</h3><p>We developed a short tool for collecting maternal nutritional intake during pregnancy to facilitate research in this area and compared its retrospective use to prospectively-collected food frequency questionnaires (FFQ).</p></div><div><h3>Methods</h3><p>Maternal nutritional intake was retrospectively assessed using three versions (full interview, full self-administered online, and shortened interview) of the Early Life Exposure Assessment Tool (ELEAT) among participants of the MARBLES pregnancy cohort study of younger siblings of autistic children. Retrospective responses were compared with responses to supplement questions and the validated 2005 Block FFQ prospectively collected in MARBLES during pregnancies 2–7 years prior. ELEAT nutrient values were calculated using reported food intake frequencies and nutrient values from the USDA nutrient database. Correlations between retrospectively- and prospectively-reported intake were evaluated using Kappa coefficients, Youden's J, and Spearman Rank Correlation Coefficients (r<sub>s</sub>).</p></div><div><h3>Results</h3><p>MARBLES FFQ dietary intakes were compared among 54 women who completed the ELEAT full form including 12 online, and among 23 who completed the ELEAT short form. Correlations across most foods were fair to moderate. Most ELEAT quantified nutrient values were moderately correlated (r<sub>s</sub> = 0.3–0.6) with those on the Block FFQ. Supplement questions in both MARBLES and the ELEAT were completed by 114 women. Kappas were moderate for whether or not supplements were taken, but modest for timing. Correlations varied by version and child diagnosis or concerns, and were higher when mothers completed the ELEAT when their child was 4 years old or younger.</p></div><div><h3>Conclusions</h3><p>With recall up to several years, ELEAT dietary and supplement module responses were modestly to moderately reliable and produced nutrient values moderately correlated with prospectively-collected measures. The ELEAT dietary and vitamin supplements modules can be used to rank participants in terms of intake of several nutrients relevant for neurodevelopment.</p></div>","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"8 ","pages":"Article 100150"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2590113324000166/pdfft?md5=0d583c28cdbaddd85aaf42f8850125cc&pid=1-s2.0-S2590113324000166-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141412256","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
An analysis of paediatric clinical presentations in Northwest Syria and the effect of forced displacement, 2018–2022 2018-2022 年叙利亚西北部儿科临床表现分析及被迫流离失所的影响
Pub Date : 2024-12-01 Epub Date: 2024-06-04 DOI: 10.1016/j.gloepi.2024.100146
Vinay Kampalath , Ms Maia C. Tarnas , Ms Vaibhavee Patel , Mohamed Hamze , Randa Loutfi , Bachir Tajaldin , Ahmad Albik , Ayman Kassas , Anas Khashata , Aula Abbara

Background

One in six children worldwide lives in a region exposed to armed conflict. In conflicts, children are among the most vulnerable, and at risk of adverse health outcomes. We sought to describe trends in child and adolescent morbidity in northwest Syria (NWS) and understand how forced displacement affects clinical utilisation during the Syrian conflict.

Methods

Retrospective data between January 2018 and December 2022 were obtained from the Syrian American Medical Society (SAMS), a non-governmental organisation that operates health facilities in NWS. After initial descriptive analyses were completed, we performed a seasonal-trend decomposition to estimate the seasonality of clinical presentations. We subsequently employed a multivariate regression model incorporating age, gender, residency status, season, and a random district-level intercept to measure the association between the odds of clinical consultation and forced displacement.

Findings

Across 51 reporting SAMS facilities, 2,687,807 clinical consultations were studied over a five-year period. Seasonality was demonstrated for every clinical consultation category. Higher levels of forced displacement were associated with increased odds of consultations for nutrition, trauma, NCDs and mental health and decreased odds of consultation for communicable diseases. Aside from traumatic injury, internally displaced persons (IDPs) had higher AORs of clinical consultations compared to host populations.

Interpretation

Forced displacement differentially impacts clinical utilisation among children in northwest Syria, and the effects of displacement persist for at least six months. Clinical needs vary by host/IDP status, sex, age, and season. This study can assist policymakers in forecasting the health needs of children in northwest Syria.

背景全世界每六名儿童中就有一名生活在武装冲突地区。在冲突中,儿童是最脆弱的群体之一,面临着不良健康后果的风险。我们试图描述叙利亚西北部(NWS)儿童和青少年发病率的趋势,并了解在叙利亚冲突期间,被迫流离失所如何影响临床利用率。方法我们从叙利亚美国医学会(SAMS)获得了 2018 年 1 月至 2022 年 12 月期间的回顾性数据,叙利亚美国医学会是一家在 NWS 运营医疗设施的非政府组织。在完成初步描述性分析后,我们进行了季节趋势分解,以估计临床表现的季节性。随后,我们采用了一个包含年龄、性别、居住状况、季节和随机地区级截距的多变量回归模型,来衡量临床就诊几率与被迫流离失所之间的关联。研究结果在五年时间里,我们对 SAMS 的 51 家报告机构的 2,687,807 次临床就诊进行了研究。每个临床咨询类别都显示出季节性。被迫流离失所程度越高,营养、创伤、非传染性疾病和心理健康的就诊几率越高,而传染病的就诊几率则越低。除创伤外,与收容人口相比,境内流离失所者(IDPs)的临床就诊几率更高。临床需求因东道主/境内流离失所者身份、性别、年龄和季节而异。这项研究有助于决策者预测叙利亚西北部儿童的医疗需求。
{"title":"An analysis of paediatric clinical presentations in Northwest Syria and the effect of forced displacement, 2018–2022","authors":"Vinay Kampalath ,&nbsp;Ms Maia C. Tarnas ,&nbsp;Ms Vaibhavee Patel ,&nbsp;Mohamed Hamze ,&nbsp;Randa Loutfi ,&nbsp;Bachir Tajaldin ,&nbsp;Ahmad Albik ,&nbsp;Ayman Kassas ,&nbsp;Anas Khashata ,&nbsp;Aula Abbara","doi":"10.1016/j.gloepi.2024.100146","DOIUrl":"10.1016/j.gloepi.2024.100146","url":null,"abstract":"<div><h3>Background</h3><p>One in six children worldwide lives in a region exposed to armed conflict. In conflicts, children are among the most vulnerable, and at risk of adverse health outcomes. We sought to describe trends in child and adolescent morbidity in northwest Syria (NWS) and understand how forced displacement affects clinical utilisation during the Syrian conflict.</p></div><div><h3>Methods</h3><p>Retrospective data between January 2018 and December 2022 were obtained from the Syrian American Medical Society (SAMS), a non-governmental organisation that operates health facilities in NWS. After initial descriptive analyses were completed, we performed a seasonal-trend decomposition to estimate the seasonality of clinical presentations. We subsequently employed a multivariate regression model incorporating age, gender, residency status, season, and a random district-level intercept to measure the association between the odds of clinical consultation and forced displacement.</p></div><div><h3>Findings</h3><p>Across 51 reporting SAMS facilities, 2,687,807 clinical consultations were studied over a five-year period. Seasonality was demonstrated for every clinical consultation category. Higher levels of forced displacement were associated with increased odds of consultations for nutrition, trauma, NCDs and mental health and decreased odds of consultation for communicable diseases. Aside from traumatic injury, internally displaced persons (IDPs) had higher AORs of clinical consultations compared to host populations.</p></div><div><h3>Interpretation</h3><p>Forced displacement differentially impacts clinical utilisation among children in northwest Syria, and the effects of displacement persist for at least six months. Clinical needs vary by host/IDP status, sex, age, and season. This study can assist policymakers in forecasting the health needs of children in northwest Syria.</p></div>","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"8 ","pages":"Article 100146"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2590113324000129/pdfft?md5=b2d42f6ebc1c79281f0f8ae3397e2798&pid=1-s2.0-S2590113324000129-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141276215","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
Academic performance and associated factors among female university students 女大学生的学习成绩及相关因素
Pub Date : 2024-12-01 Epub Date: 2024-11-07 DOI: 10.1016/j.gloepi.2024.100175
Tsiyon Birhanu Wube , Solomon Gebremichael Asgedom , Zelalem Mohammed Jemal , Lielt Gebreselassie Gebrekirstos

Background

Education serves as a vital instrument for empowering citizens to engage fully in the development process. However, various factors can impact the quality and competency of female students in higher education. In Ethiopian institutions, the proportion of female students is significantly lower than that of their male counterparts, highlighting the unique challenges faced by females that can hinder their academic success. Understanding these challenges and the factors influencing female academic performance is essential for enhancing educational outcomes and promoting greater equity in higher education.

Methods

An institutional-based cross-sectional study was conducted involving 633 female university students, supplemented by a qualitative approach. Participants were selected using a multistage sampling technique. Data were collected via a self-administered questionnaire, while qualitative data were gathered through key informant and in-depth interviews. Qualitative data were transcribed, labeled, and analyzed narratively through content analysis. Logistic regression analysis was employed to identify factors associated with academic performance.

Results

The study revealed that 11.85 % of female students (95 % CI: 9.43–14.62) experienced poor academic performance. Key factors influencing academic performance included alcohol consumption (AOR = 2.3, 95 % CI: 1.8–4.0), smoking (AOR = 2.9, 95 % CI: 1.1–7.4), working after school (AOR = 1.6, 95 % CI: 1.1–2.8), choice in preferred departments (AOR = 0.6, 95 % CI: 0.3–0.8), poor prior knowledge in English and basic science (AOR = 2.1, 95 % CI: 1.4–4.1), and insufficient parental support (AOR = 2.1, 95 % CI: 1.3–3.7).

Conclusion

The abstract effectively summarizes the key findings and offers relevant insights into the academic challenges faced by female students. More than one in ten female students encounters significant academic obstacles influenced by factors such as substance use, after-school employment, limited department choice, and inadequate foundational knowledge. Addressing these issues is crucial for improving academic performance and reinforcing support systems for female students, thereby providing a solid foundation for future studies in this area.
背景教育是增强公民全面参与发展进程能力的重要手段。然而,各种因素会影响高等教育中女生的质量和能力。在埃塞俄比亚的院校中,女生的比例明显低于男生,这凸显了女生所面临的独特挑战,这些挑战可能会阻碍她们在学业上取得成功。了解这些挑战和影响女生学业成绩的因素,对于提高教育成果和促进高等教育的公平性至关重要。方法:我们开展了一项以院校为基础的横断面研究,涉及 633 名女大学生,并辅以定性方法。采用多阶段抽样技术选取参与者。数据通过自填式问卷收集,定性数据则通过关键信息提供者和深度访谈收集。对定性数据进行了誊写、标记,并通过内容分析进行了叙述性分析。研究结果显示,11.85% 的女生(95% CI:9.43-14.62)学习成绩不佳。结论该摘要有效地总结了主要研究结果,并对女学生面临的学业挑战提出了相关见解。每十名女学生中就有一名以上在学业上遇到重大障碍,这些障碍受到药物使用、课后就业、院系选择有限以及基础知识不足等因素的影响。解决这些问题对于提高女学生的学业成绩和加强支持系统至关重要,从而为这一领域的未来研究奠定了坚实的基础。
{"title":"Academic performance and associated factors among female university students","authors":"Tsiyon Birhanu Wube ,&nbsp;Solomon Gebremichael Asgedom ,&nbsp;Zelalem Mohammed Jemal ,&nbsp;Lielt Gebreselassie Gebrekirstos","doi":"10.1016/j.gloepi.2024.100175","DOIUrl":"10.1016/j.gloepi.2024.100175","url":null,"abstract":"<div><h3>Background</h3><div>Education serves as a vital instrument for empowering citizens to engage fully in the development process. However, various factors can impact the quality and competency of female students in higher education. In Ethiopian institutions, the proportion of female students is significantly lower than that of their male counterparts, highlighting the unique challenges faced by females that can hinder their academic success. Understanding these challenges and the factors influencing female academic performance is essential for enhancing educational outcomes and promoting greater equity in higher education.</div></div><div><h3>Methods</h3><div>An institutional-based cross-sectional study was conducted involving 633 female university students, supplemented by a qualitative approach. Participants were selected using a multistage sampling technique. Data were collected via a self-administered questionnaire, while qualitative data were gathered through key informant and in-depth interviews. Qualitative data were transcribed, labeled, and analyzed narratively through content analysis. Logistic regression analysis was employed to identify factors associated with academic performance.</div></div><div><h3>Results</h3><div>The study revealed that 11.85 % of female students (95 % CI: 9.43–14.62) experienced poor academic performance. Key factors influencing academic performance included alcohol consumption (AOR = 2.3, 95 % CI: 1.8–4.0), smoking (AOR = 2.9, 95 % CI: 1.1–7.4), working after school (AOR = 1.6, 95 % CI: 1.1–2.8), choice in preferred departments (AOR = 0.6, 95 % CI: 0.3–0.8), poor prior knowledge in English and basic science (AOR = 2.1, 95 % CI: 1.4–4.1), and insufficient parental support (AOR = 2.1, 95 % CI: 1.3–3.7).</div></div><div><h3>Conclusion</h3><div>The abstract effectively summarizes the key findings and offers relevant insights into the academic challenges faced by female students. More than one in ten female students encounters significant academic obstacles influenced by factors such as substance use, after-school employment, limited department choice, and inadequate foundational knowledge. Addressing these issues is crucial for improving academic performance and reinforcing support systems for female students, thereby providing a solid foundation for future studies in this area.</div></div>","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"8 ","pages":"Article 100175"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142654778","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
Improving the integration of epidemiological data into human health risk assessment: What risk assessors told us they want 更好地将流行病学数据纳入人类健康风险评估:风险评估员告诉我们他们想要什么
Pub Date : 2024-12-01 Epub Date: 2024-09-28 DOI: 10.1016/j.gloepi.2024.100167
Carl V. Phillips , Igor Burstyn , David J. Miller , Ali K. Hamade , Raghavendhran Avanasi , Denali Boon , Saumitra V. Rege , Sandrine E. Déglin
One of the practical contributions of epidemiology studies is to inform risk assessment and management to protect public health. However, there is a perception among some that environmental and occupational epidemiology is falling short of satisfying the needs of risk assessors. The specific reasons for this are not clearly understood. To help identify the points of dissatisfaction and possible areas for mutual learning, we conducted a survey of risk assessors, seeking their opinions of epidemiology research. We present a few quantitative measures and a thematic analysis of responses to open-ended questions. Survey results suggest that some risk assessors (with some adamant exceptions) believe that epidemiology has great potential to contribute to risk assessment but can be deficient in many ways. For example, respondents identified the lack of full disclosure of methods, deficiencies in exposure assessment, the absence of comprehensive uncertainty analyses, and the failure to investigate or explore thresholds of effects as some of the common shortcomings. These could be straightforward to address. Respondents also brought up a wide collection of more complicated and subtle concerns that could lead to further improvement of useful results. We identify areas where mutually-educating interdisciplinary dialogue seems particularly promising. Epidemiology research is expensive, and risk management decisions even more so; therefore, it is desirable for the risk assessment and epidemiologic communities to work toward making epidemiologic research more useful for informing decisions.
流行病学研究的实际贡献之一是为风险评估和管理提供信息,以保护公众健康。然而,一些人认为环境和职业流行病学不能满足风险评估者的需求。造成这种情况的具体原因尚不清楚。为了帮助找出不满意的地方以及相互学习的可能领域,我们对风险评估人员进行了一次调查,征求他们对流行病学研究的意见。我们提供了一些定量指标,并对开放式问题的回答进行了专题分析。调查结果表明,一些风险评估员(也有一些坚决的例外)认为流行病学对风险评估有很大的贡献潜力,但在很多方面可能存在不足。例如,受访者认为,缺乏对方法的充分披露、暴露评估中的缺陷、缺乏全面的不确定性分析,以及未能调查或探索影响的阈值,是一些常见的不足之处。这些都是可以直接解决的问题。受访者还提出了许多更复杂、更微妙的问题,这些问题可以进一步改进有用的结果。我们确定了一些领域,在这些领域中,相互教育的跨学科对话似乎特别有前景。流行病学研究耗资巨大,风险管理决策更是如此;因此,风险评估界和流行病学界应努力使流行病学研究更有助于为决策提供信息。
{"title":"Improving the integration of epidemiological data into human health risk assessment: What risk assessors told us they want","authors":"Carl V. Phillips ,&nbsp;Igor Burstyn ,&nbsp;David J. Miller ,&nbsp;Ali K. Hamade ,&nbsp;Raghavendhran Avanasi ,&nbsp;Denali Boon ,&nbsp;Saumitra V. Rege ,&nbsp;Sandrine E. Déglin","doi":"10.1016/j.gloepi.2024.100167","DOIUrl":"10.1016/j.gloepi.2024.100167","url":null,"abstract":"<div><div>One of the practical contributions of epidemiology studies is to inform risk assessment and management to protect public health. However, there is a perception among some that environmental and occupational epidemiology is falling short of satisfying the needs of risk assessors. The specific reasons for this are not clearly understood. To help identify the points of dissatisfaction and possible areas for mutual learning, we conducted a survey of risk assessors, seeking their opinions of epidemiology research. We present a few quantitative measures and a thematic analysis of responses to open-ended questions. Survey results suggest that some risk assessors (with some adamant exceptions) believe that epidemiology has great potential to contribute to risk assessment but can be deficient in many ways. For example, respondents identified the lack of full disclosure of methods, deficiencies in exposure assessment, the absence of comprehensive uncertainty analyses, and the failure to investigate or explore thresholds of effects as some of the common shortcomings. These could be straightforward to address. Respondents also brought up a wide collection of more complicated and subtle concerns that could lead to further improvement of useful results. We identify areas where mutually-educating interdisciplinary dialogue seems particularly promising. Epidemiology research is expensive, and risk management decisions even more so; therefore, it is desirable for the risk assessment and epidemiologic communities to work toward making epidemiologic research more useful for informing decisions.</div></div>","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"8 ","pages":"Article 100167"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142424362","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
Comparing AI/ML approaches and classical regression for predictive modeling using large population health databases: Applications to COVID-19 case prediction 比较使用大型人口健康数据库进行预测建模的人工智能/ML 方法和经典回归方法:应用于 COVID-19 病例预测
Pub Date : 2024-12-01 Epub Date: 2024-10-04 DOI: 10.1016/j.gloepi.2024.100168
Lise M. Bjerre , Cayden Peixoto , Rawan Alkurd , Robert Talarico , Rami Abielmona

Background

Research comparing artificial intelligence and machine learning (AI/ML) methods with classical statistical methods applied to large population health databases is limited.

Objectives

This retrospective cohort study aimed to compare the predictive performance of AI/ML algorithms against conventional multivariate logistic regression models using linked health administrative data.

Methods

Using Ontario's population health databases, we created a cohort of residents of the city of Ottawa, Ontario, who underwent a PCR test for COVID-19 between March 10, 2020, and May 13, 2021. Using demographic, socio-economic and health data (including COVID-19 PCR test results and available, symptom data), we developed predictive models for the purpose of COVID-19 case identification using the following approaches: classical multivariate logistic regression (LR); deep neural network (DNN); random forest (RF); and gradient boosting trees (GBT). Model performance comparisons were made using the area under the curve (AUC) swarm plot for 10-fold cross-validation.

Results

The cohort consisted of n = 351,248 Ottawa residents tested for COVID-19 during the study period. Among whom, a total of n = 883,879 unique COVID-19 tests were performed (2.6 % positive test results). Inclusion of COVID-19 symptoms data in the analysis improved model performance and variable predictive value across all tested models (p < 0.0001), with the 10-fold cross-validation AUC increasing to near or over 0.7 in all models when symptoms data were included. In various pairwise comparisons, the GBT method had the highest predictive ability (AUC = 0.796 ± 0.017), significantly outperforming multivariate logistic regression and the other AI/ML approaches.

Conclusions

Conventional multivariate regression-based models are better than some and worse than other machine learning algorithms to provide good predictive accuracy in a moderate dataset with a reasonable number of features. However, whenever possible, the AI/ML GBT approach should be considered.
背景将人工智能和机器学习(AI/ML)方法与应用于大型人口健康数据库的传统统计方法进行比较的研究十分有限。方法我们利用安大略省的人口健康数据库,建立了一个安大略省渥太华市居民队列,这些居民在 2020 年 3 月 10 日至 2021 年 5 月 13 日期间接受了 COVID-19 PCR 检测。利用人口、社会经济和健康数据(包括 COVID-19 PCR 检测结果和可用的症状数据),我们开发了用于 COVID-19 病例识别的预测模型,采用的方法包括:经典多元逻辑回归 (LR)、深度神经网络 (DNN)、随机森林 (RF) 和梯度提升树 (GBT)。使用曲线下面积(AUC)群图对模型的性能进行比较,并进行 10 倍交叉验证。结果在研究期间,接受 COVID-19 检测的渥太华居民共有 n = 351,248 人。其中,共进行了 n = 883,879 次独特的 COVID-19 检测(2.6% 的检测结果为阳性)。在所有测试模型中,将 COVID-19 症状数据纳入分析可提高模型性能和可变预测值(p < 0.0001),纳入症状数据后,所有模型的 10 倍交叉验证 AUC 均接近或超过 0.7。在各种配对比较中,GBT 方法的预测能力最高(AUC = 0.796 ± 0.017),明显优于多元逻辑回归和其他人工智能/ML 方法。结论传统的基于多元回归的模型优于某些模型,而不如其他机器学习算法,能在具有合理特征数量的中等数据集中提供良好的预测准确性。不过,在可能的情况下,应考虑采用人工智能/ML GBT 方法。
{"title":"Comparing AI/ML approaches and classical regression for predictive modeling using large population health databases: Applications to COVID-19 case prediction","authors":"Lise M. Bjerre ,&nbsp;Cayden Peixoto ,&nbsp;Rawan Alkurd ,&nbsp;Robert Talarico ,&nbsp;Rami Abielmona","doi":"10.1016/j.gloepi.2024.100168","DOIUrl":"10.1016/j.gloepi.2024.100168","url":null,"abstract":"<div><h3>Background</h3><div>Research comparing artificial intelligence and machine learning (AI/ML) methods with classical statistical methods applied to large population health databases is limited.</div></div><div><h3>Objectives</h3><div>This retrospective cohort study aimed to compare the predictive performance of AI/ML algorithms against conventional multivariate logistic regression models using linked health administrative data.</div></div><div><h3>Methods</h3><div>Using Ontario's population health databases, we created a cohort of residents of the city of Ottawa, Ontario, who underwent a PCR test for COVID-19 between March 10, 2020, and May 13, 2021. Using demographic, socio-economic and health data (including COVID-19 PCR test results and available, symptom data), we developed predictive models for the purpose of COVID-19 case identification using the following approaches: classical multivariate logistic regression (LR); deep neural network (DNN); random forest (RF); and gradient boosting trees (GBT). Model performance comparisons were made using the area under the curve (AUC) swarm plot for 10-fold cross-validation.</div></div><div><h3>Results</h3><div>The cohort consisted of <em>n</em> = 351,248 Ottawa residents tested for COVID-19 during the study period. Among whom, a total of <em>n</em> = 883,879 unique COVID-19 tests were performed (2.6 % positive test results). Inclusion of COVID-19 symptoms data in the analysis improved model performance and variable predictive value across all tested models (<em>p</em> &lt; 0.0001), with the 10-fold cross-validation AUC increasing to near or over 0.7 in all models when symptoms data were included. In various pairwise comparisons, the GBT method had the highest predictive ability (AUC = 0.796 ± 0.017), significantly outperforming multivariate logistic regression and the other AI/ML approaches.</div></div><div><h3>Conclusions</h3><div>Conventional multivariate regression-based models are better than some and worse than other machine learning algorithms to provide good predictive accuracy in a moderate dataset with a reasonable number of features. However, whenever possible, the AI/ML GBT approach should be considered.</div></div>","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"8 ","pages":"Article 100168"},"PeriodicalIF":0.0,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142424363","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
期刊
Global Epidemiology
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1