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Causal reasoning about epidemiological associations in conversational AI 会话人工智能中流行病关联的因果推理
Pub Date : 2023-03-08 DOI: 10.1016/j.gloepi.2023.100102
Louis Anthony Cox Jr

We present a Socratic dialogue with ChatGPT, a large language model (LLM), on the causal interpretation of epidemiological associations between fine particulate matter (PM2.5) and human mortality risks. ChatGPT, reflecting probable patterns of human reasoning and argumentation in the sources on which it has been trained, initially holds that “It is well-established that exposure to ambient levels of PM2.5 does increase mortality risk” and adds the unsolicited remark that “Reducing exposure to PM2.5 is an important public health priority.” After patient questioning, however, it concludes that “It is not known with certainty that current ambient levels of PM2.5 increase mortality risk. While there is strong evidence of an association between PM2.5 and mortality risk, the causal nature of this association remains uncertain due to the possibility of omitted confounders.” This revised evaluation of the evidence suggests the potential value of sustained questioning in refining and improving both the types of human reasoning and argumentation imitated by current LLMs and the reliability of the initial conclusions expressed by current LLMs.

我们与大型语言模型(LLM)ChatGPT就细颗粒物(PM2.5)与人类死亡风险之间的流行病学关联的因果解释进行了苏格拉底式对话。ChatGPT在其接受培训的来源中反映了人类推理和论证的可能模式,最初认为“暴露在环境水平的PM2.5中确实会增加死亡风险,这是公认的”,并补充了“减少暴露在PM2.5中是重要的公共卫生优先事项。”然而,在患者提问后,它得出的结论是:“目前尚不确定PM2.5的环境水平是否会增加死亡风险。虽然有强有力的证据表明PM2.5与死亡风险之间存在关联,但由于可能遗漏了混杂因素,这种关联的因果性质仍不确定。”。“对证据的修订评估表明,持续提问在完善和改进当前LLM所模仿的人类推理和论证类型以及当前LLM表达的初步结论的可靠性方面具有潜在价值。
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引用次数: 4
Epidemiologic studies of glyphosate and non-Hodgkin's lymphoma: A review with consideration of exposure frequency, systemic dose, and study quality 草甘膦和非霍奇金淋巴瘤的流行病学研究:一项考虑暴露频率、全身剂量和研究质量的综述
Pub Date : 2023-02-25 DOI: 10.1016/j.gloepi.2023.100101
John Acquavella

I reviewed the epidemiologic literature for glyphosate and non-Hodgkin's lymphoma (NHL) in the context of the frequency of exposure in each epidemiologic study, systemic dose from biomonitoring studies of applicators, and aspects of study quality. Nine studies were identified, 7 case control and 2 cohort, by a literature search and a review of reference lists from published studies and recent regulatory evaluations. All but one study involved exposure scenarios that were so infrequent that they are not credible for cancer causation. Most studies failed to address potential confounding from other pesticides. Only one study – the US Agricultural Health Study (AHS) – included individuals with relatively frequent exposure to glyphosate and involved comprehensive statistical analyses to address potential confounding by personal factors and other pesticide exposures. The AHS did not find an association between glyphosate and NHL, even among the most frequently exposed participants (≥ 109 days of use) (RR = 0.80, 95% CI 0.60, 1.06). These findings are consistent with observations that glyphosate systemic doses from agricultural applications are many orders of magnitude less than daily lifetime doses considered by regulatory agencies to impart no excess risk of deleterious health effects, even for sensitive subpopulations.

我回顾了草甘膦和非霍奇金淋巴瘤(NHL)的流行病学文献,包括每项流行病学研究中的暴露频率、施用者生物监测研究的全身剂量以及研究质量方面。通过文献检索和对已发表研究和最近监管评估的参考文献列表的审查,确定了9项研究,其中7项为病例对照,2项为队列。除一项研究外,所有研究都涉及到了如此罕见的暴露场景,以至于它们对于癌症的因果关系是不可信的。大多数研究都未能解决其他杀虫剂的潜在混淆问题。只有一项研究——美国农业健康研究(AHS)——包括相对频繁接触草甘膦的个体,并涉及全面的统计分析,以解决个人因素和其他农药接触的潜在混淆。AHS没有发现草甘膦和NHL之间的关联,即使在最频繁接触的参与者中(≥109天的使用)(RR=0.80,95%CI 0.60,1.06)。这些发现与观察结果一致,即农业应用中的草甘膦系统剂量比监管机构认为的不会产生过量有害健康影响风险的终生日剂量低许多数量级,即使对于敏感的亚群也是如此。
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引用次数: 0
Modifiable risk factors for diphtheria: A systematic review and meta-analysis 白喉的可修改危险因素:系统综述和荟萃分析
Pub Date : 2023-02-21 DOI: 10.1016/j.gloepi.2023.100100
Juniorcaius Ikejezie , Busola Adebusoye , Winifred Ekezie , Tessa Langley , Sarah Lewis , Revati Phalkey

Objective

To identify modifiable risk factors for diphtheria and assess their strengths of association with the disease.

Methods

This review was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) statement. Electronic databases and grey literature were searched from inception until January 2023. Studies had to report on diphtheria cases and estimates of association for at least one potential risk factor or sufficient data to calculate these. The quality of non-ecological studies was assessed using the Newcastle-Ottawa Scale (NOS), while the quality of evidence was evaluated using the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) criteria.

Results

The search yielded 37,705 papers, of which 29 were ultimately included. All the non-ecological studies were of moderate to high quality. Meta-analysis of 20 studies identified three factors increasing the risk of diphtheria: incomplete vaccination (<3 doses) (pooled odds ratio (POR) = 2.2, 95% confidence interval (CI) = 1.4–3.4); contact with a person with skin lesions (POR = 4.8, 95% CI = 2.1–10.9); and low knowledge of diphtheria (POR = 2.4, 95% CI = 1.2–4.7). Contact with a case of diphtheria; sharing a bed or bedroom; sharing utensils, cups, and glasses; infrequent bathing; and low parental education were associated with diphtheria in multiple studies. Evidence for other factors was inconclusive. The quality of evidence was low or very low for all the risk factors.

Conclusions

Findings from the review suggest that countries seeking to control diphtheria need to strengthen surveillance, improve vaccination coverage, and increase people's knowledge of the disease. Future research should focus on understudied or inconclusive risk factors.

目的确定白喉的可改变危险因素,并评估其和疾病的相关性。方法根据系统评价和荟萃分析的首选报告项目(PRISMA)声明进行本综述。从成立到2023年1月,对电子数据库和灰色文献进行了搜索。研究必须报告白喉病例和至少一个潜在风险因素的相关性估计,或者有足够的数据来计算这些因素。非生态研究的质量使用纽卡斯尔-渥太华量表(NOS)进行评估,而证据的质量使用建议评估、发展和评估分级(GRADE)标准进行评估。结果检索得到37705篇论文,其中29篇最终被收录。所有的非生态学研究都是中等到高质量的。对20项研究的荟萃分析确定了增加白喉风险的三个因素:未完全接种疫苗(<;3剂)(合并优势比(POR)=2.2,95%置信区间(CI)=1.4-3.4);与有皮肤损伤的人接触(POR=4.8,95%CI=2.1-10.9);对白喉的了解程度低(POR=2.4,95%CI=1.2-4.7)。接触白喉病例;共用一张床或一间卧室;共用餐具、杯子和玻璃杯;不经常洗澡;在多项研究中,父母教育程度低与白喉有关。其他因素的证据没有定论。所有风险因素的证据质量都很低或非常低。结论综述的结果表明,寻求控制白喉的国家需要加强监测,提高疫苗接种覆盖率,并增加人们对该疾病的了解。未来的研究应侧重于研究不足或不确定的风险因素。
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引用次数: 1
Marital transitions during earlier adulthood and subsequent health and well-being in mid- to late-life among female nurses: An outcome-wide analysis 女性护士成年早期的婚姻转变以及随后中后期的健康和幸福感:一项全结果分析
Pub Date : 2023-02-10 DOI: 10.1016/j.gloepi.2023.100099
Ying Chen , Maya B. Mathur , Brendan W. Case , Tyler J. VanderWeele

Comparing outcomes for individuals remaining married to those for single or divorced individuals might overstate the positive effects of the decision to marry, since marriage carries an inherent risk of divorce and its associated negative outcomes. While a growing literature has examined marital transitions, confounding by past marital history remains a concern and only a limited set of outcomes have been examined. To address these issues, this study examined incident first-time marriage and incident divorce/separation in relation to multiple subsequent physical health, health behavior, psychological distress, and psychosocial well-being outcomes in a large sample of female nurses in the U.S.. Data from the Nurses' Health Study II were studied (1993 to 2015/2017 questionnaire wave, Nmarriage analyses = 11,830, Ndivorce/separation analyses = 73,018, interquartile range of baseline age = 35 to 42 years). A set of regression models were used to regress each outcome on marital transition status, adjusting for a wide range of initial health and wellbeing status in addition to other covariates. Bonferroni correction was performed to account for multiple testing. Among the initially never married, those who became married had lower mortality (RR = 0.65, 95%CI = 0.50, 0.84), lower risks of cardiovascular diseases (e.g., RRstroke = 0.64, 95%CI = 0.50, 0.82), greater psychological wellbeing and less psychological distress (e.g., ßdepressive symptoms = −0.10, 95%CI = -0.15, −0.06). Among the initially married, those who became divorced/separated had lower social integration (β = −0.15, 95%CI = -0.19, −0.11), greater psychosocial distress (e.g., RRdepression = 1.23, 95%CI = 1.10, 1.37), and possibly greater risks of mortality, cardiovascular diseases, and smoking. Future research could study similar questions using data from more recent cohorts, examine potential mechanisms and heterogeneity, and also examine alternative social relationship types.

将保持婚姻的人与单身或离婚的人的结果进行比较可能会夸大结婚决定的积极影响,因为婚姻具有离婚的固有风险及其相关的负面结果。虽然越来越多的文献研究了婚姻转变,但对过去婚姻史的混淆仍然是一个令人担忧的问题,而且只研究了有限的一组结果。为了解决这些问题,本研究在美国的大量女护士样本中调查了首次结婚和离婚/分居事件与随后的多种身体健康、健康行为、心理困扰和心理健康结果的关系。。对护士健康研究II的数据进行了研究(1993年至2015/2017年问卷调查,婚姻分析=11830,Ndivorce/分居分析=73018,基线年龄的四分位间距=35至42岁)。使用一组回归模型对婚姻过渡状态的每个结果进行回归,除了其他协变量外,还对广泛的初始健康和幸福状况进行了调整。Bonferroni校正是为了说明多次测试。在最初从未结婚的人中,结婚的人死亡率较低(RR=0.65,95%CI=0.50,0.84),患心血管疾病的风险较低(例如,RRstroke=0.64,95%CI=0.500,0.82),心理健康状况较好,心理痛苦较少(例如,ß抑郁症状=-0.10,95%CI=-0.15,-0.06),离婚/分居的人社会融合度较低(β=-0.15,95%CI=-0.19,-0.11),心理社会痛苦较大(例如,RR抑郁=1.23,95%CI=1.10,1.37),可能有更大的死亡率、心血管疾病和吸烟风险。未来的研究可以使用最近队列的数据来研究类似的问题,研究潜在的机制和异质性,还可以研究替代的社会关系类型。
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引用次数: 2
Incidence of Guillain-Barré syndrome in the world between 1985 and 2020: A systematic review 1985年至2020年世界格林-巴利综合征的发病率:一项系统综述
Pub Date : 2023-01-11 DOI: 10.1016/j.gloepi.2023.100098
Virginia Kagure Wachira , Cecília Menezes Farinasso , Roberta Borges Silva , Henry Maia Peixoto , Maria Regina Fernandes de Oliveira

Introduction

Guillain-Barré syndrome (GBS) is an acute inflammatory demyelinating polyradiculoneuropathy that affects the peripheral nervous system. The study aimed to describe the incidence of GBS in the world up to the year 2020.

Methods

A systematic review was conducted. Searches were done in four databases, PUBMED, EMBASE, EBSCO and Biblioteca virtual em Saude (BVS), and in grey literature and manual search in the reference lists of eligible studies.

Results

A total of 72 studies were included. The incidence of GBS among the cohort studies varied from 0.30 to 6.08 cases per 100.000 habitants and 0.42 to 6.58 cases per 100.000 person-years. Among the self-controlled studies, the risk incidence ranged from 0.072 to 1 case per 100.000 habitants and 1.73 to 4.30 cases per 100.000 person-years.

Conclusions

The reported incidence of GBS in the world among the studies included in the review is slightly higher than that reported in previous studies. The highest incidence rates were associated with public health events of international concern.

引言格林-巴利综合征(GBS)是一种影响周围神经系统的急性炎症性脱髓鞘多神经根神经病。本研究旨在描述截至2020年全球GBS的发病率。方法进行系统综述。在PUBMED、EMBASE、EBSCO和Biblioteca virtual em Saude(BVS)四个数据库中进行了搜索,并在灰色文献中进行了检索,并在合格研究的参考文献列表中进行了手动搜索。结果共纳入72项研究。在队列研究中,GBS的发病率为每100000名居民0.30至6.08例,每100000人年0.42至6.58例。在自我对照研究中,风险发生率为每100000名居民0.072至1例,每100000人年1.73至4.30例。发病率最高的是国际关注的公共卫生事件。
{"title":"Incidence of Guillain-Barré syndrome in the world between 1985 and 2020: A systematic review","authors":"Virginia Kagure Wachira ,&nbsp;Cecília Menezes Farinasso ,&nbsp;Roberta Borges Silva ,&nbsp;Henry Maia Peixoto ,&nbsp;Maria Regina Fernandes de Oliveira","doi":"10.1016/j.gloepi.2023.100098","DOIUrl":"10.1016/j.gloepi.2023.100098","url":null,"abstract":"<div><h3>Introduction</h3><p>Guillain-Barré syndrome (GBS) is an acute inflammatory demyelinating polyradiculoneuropathy that affects the peripheral nervous system. The study aimed to describe the incidence of GBS in the world up to the year 2020.</p></div><div><h3>Methods</h3><p>A systematic review was conducted. Searches were done in four databases, PUBMED, EMBASE, EBSCO and <em>Biblioteca virtual em Saude (BVS)</em>, and in grey literature and manual search in the reference lists of eligible studies.</p></div><div><h3>Results</h3><p>A total of 72 studies were included. The incidence of GBS among the cohort studies varied from 0.30 to 6.08 cases per 100.000 habitants and 0.42 to 6.58 cases per 100.000 person-years. Among the self-controlled studies, the risk incidence ranged from 0.072 to 1 case per 100.000 habitants and 1.73 to 4.30 cases per 100.000 person-years.</p></div><div><h3>Conclusions</h3><p>The reported incidence of GBS in the world among the studies included in the review is slightly higher than that reported in previous studies. The highest incidence rates were associated with public health events of international concern.</p></div>","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"5 ","pages":"Article 100098"},"PeriodicalIF":0.0,"publicationDate":"2023-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/4f/a8/main.PMC10445966.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10483846","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: 1
Missing pieces: People in models 缺失的部分:模型中的人
Pub Date : 2023-01-05 DOI: 10.1016/j.gloepi.2022.100096
Richard Rothenberg
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引用次数: 0
Colorectal cancer spatial pattern in the northeast region of São Paulo, Brazil 巴西圣保罗东北部地区结直肠癌癌症空间格局
Pub Date : 2022-12-10 DOI: 10.1016/j.gloepi.2022.100097
Adeylson Guimarães Ribeiro , Allini Mafra da Costa , Talita Fernanda Pereira , Denise Peixoto Guimarães , José Humberto Tavares Guerreiro Fregnani

Background

This study examined the spatial pattern of the colorectal cancer (CRC) in the 18 municipalities that compose the Regional Health Department of Barretos (RHD-V), which is in the northeast of the state of São Paulo, Brazil.

Methods

All incident cases and deaths from CRC between 2002 and 2016 were included. Age-standardized rates (ASR) for incidence and mortality per 100,000 person-years were used to evaluate the spatial distribution for the total and five-year periods. The lethality rates were also assessed. Excess risk maps compared the observed and expected events. Age-standardized net survival was used to evaluate CRC survival.

Results

For CRC incidence, the ASR value for the general population over the entire period (2002–2016) was 17.7 (95% CI: 16.7, 18.6), ranging from 16.7 (95% CI: 14.9, 18.4) (2002–2006) to 20.0 (95% CI: 18.3, 21.7) (2012–2016) per 100,000. When males and females were compared, the ASR was 20.1 (95% CI: 18.6, 21.6) and 15.7 (95% CI: 14.5, 17.0) per 100,000, respectively. For CRC mortality (2002–2016), the ASR was 8.2 (95% CI: 7.6, 8.9), ranging from 9.0 (95% CI: 7.8, 10.3) (2002–2006) to 8.2 (95% CI: 7.2, 9.3) (2012–2016) per 100,000. Overall, the excess risk up to 2.0 was more frequent. In terms of survival, municipalities with large port populations had lower survival in comparison with medium port.

Conclusions

This study showed a variation in CRC incidence and mortality, with differences considering five-year periods and gender, being the incidence higher in males than females in the entire period, with mortality equivalent to half the incidence. The survival was lower in municipalities with large port populations in comparison with medium port. Knowing spatial patterns of incidence, mortality, lethality, and survival can be necessary to support policymakers to advance or implement effective cancer control programs.

背景本研究调查了巴西圣保罗州东北部Barretos地区卫生部(RHD-V)18个市镇结直肠癌癌症(CRC)的空间格局。每100000人-年发病率和死亡率的年龄标准化率(ASR)用于评估总周期和五年周期的空间分布。还对死亡率进行了评估。超额风险图比较了观察到的事件和预期的事件。年龄标准化净生存率用于评估CRC生存率。结果就CRC发病率而言,整个时期(2002-2016)普通人群的ASR值为17.7(95%CI:16.7,18.6),从16.7(95%CI:44.9,18.4)(2002-2006)到20.0(95%CI:38.3,21.7)(2012-2016)/10万不等。当比较男性和女性时,ASR分别为20.1(95%CI:18.621.6)和15.7(95%CI:14.517.0)/10万。对于CRC死亡率(2002-2016),ASR为8.2(95%CI:7.68.9),从每100000人9.0(95%CI:7.810.3)(2002-2006)到8.2(95%CI=7.29.3)(2012-2016)不等。总体而言,高达2.0的超额风险更为频繁。就生存率而言,与中等港口相比,港口人口较多的城市的生存率较低。结论这项研究显示,CRC发病率和死亡率存在差异,考虑到五年期和性别,在整个时期,男性的发病率高于女性,死亡率相当于发病率的一半。与中等港口人口相比,港口人口较多的城市的存活率较低。了解发病率、死亡率、致死率和存活率的空间模式对于支持政策制定者推进或实施有效的癌症控制计划是必要的。
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引用次数: 0
Commentary: Quantifying the impact of bias to inform quality assessments in systematic reviews: The case of perchloroethylene and Non-Hodgkin's lymphoma 评论:在系统综述中量化偏差的影响以告知质量评估:全氯乙烯和非霍奇金淋巴瘤的病例。
Pub Date : 2022-12-01 DOI: 10.1016/j.gloepi.2022.100090
Matthew P. Fox , Maya B. Mathur , Ellicott C. Matthay
{"title":"Commentary: Quantifying the impact of bias to inform quality assessments in systematic reviews: The case of perchloroethylene and Non-Hodgkin's lymphoma","authors":"Matthew P. Fox ,&nbsp;Maya B. Mathur ,&nbsp;Ellicott C. Matthay","doi":"10.1016/j.gloepi.2022.100090","DOIUrl":"10.1016/j.gloepi.2022.100090","url":null,"abstract":"","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"4 ","pages":"Article 100090"},"PeriodicalIF":0.0,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/74/f0/main.PMC10445960.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10164483","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: 1
Who is responsible for global health inequalities after Covid-19? 谁应对2019冠状病毒病后的全球卫生不平等负责?
Pub Date : 2022-12-01 DOI: 10.1016/j.gloepi.2022.100081
Eric Winsberg
{"title":"Who is responsible for global health inequalities after Covid-19?","authors":"Eric Winsberg","doi":"10.1016/j.gloepi.2022.100081","DOIUrl":"10.1016/j.gloepi.2022.100081","url":null,"abstract":"","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"4 ","pages":"Article 100081"},"PeriodicalIF":0.0,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/44/28/main.PMC9472702.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10342025","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: 1
Blame or reflection? Response to Winsberg 责备还是反思?对温斯伯格的回应
Pub Date : 2022-12-01 DOI: 10.1016/j.gloepi.2022.100083
Peter Streicher , Alex Broadbent
{"title":"Blame or reflection? Response to Winsberg","authors":"Peter Streicher ,&nbsp;Alex Broadbent","doi":"10.1016/j.gloepi.2022.100083","DOIUrl":"10.1016/j.gloepi.2022.100083","url":null,"abstract":"","PeriodicalId":36311,"journal":{"name":"Global Epidemiology","volume":"4 ","pages":"Article 100083"},"PeriodicalIF":0.0,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9473746/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40371835","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
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