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Nutrition, Obesity, and Seborrheic Dermatitis: Systematic Review. 营养、肥胖与脂溢性皮炎:系统综述。
Q3 Medicine Pub Date : 2024-08-05 DOI: 10.2196/50143
Emily Woolhiser, Noah Keime, Arya Patel, Isaac Weber, Madeline Adelman, Robert P Dellavalle

Background: Pathogenesis of seborrheic dermatitis involves lipid secretion by sebaceous glands, Malassezia colonization, and an inflammatory response with skin barrier disruption. Each of these pathways could be modulated by diet, obesity, and nutritional supplements. Current treatment options provide only temporary control of the condition; thus, it is essential to recognize modifiable lifestyle factors that may play a role in determining disease severity.

Objective: This study aimed to summarize published evidence on diet, nutritional supplements, alcohol, obesity, and micronutrients in patients with seborrheic dermatitis and to provide useful insights into areas of further research.

Methods: A literature search of Scopus, PubMed, and MEDLINE (Ovid interface) for English language papers published between 1993 and 2023 was conducted on April 16, 2023. Case-control studies, cohort studies, and randomized controlled trials with 5 or more subjects conducted on adult participants (>14 years) were included, case reports, case series, and review papers were excluded due to insufficient level of evidence.

Results: A total of 13 studies, 8 case-control, 3 cross-sectional, and 2 randomized controlled trials, involving 13,906 patients were included. Seborrheic dermatitis was correlated with significantly increased copper, manganese, iron, calcium, and magnesium concentrations and significantly lower serum zinc and vitamin D and E concentrations. Adherence to the Western diet was associated with a higher risk for seborrheic dermatitis in female patients and an increased consumption of fruit was associated with a lower risk of seborrheic dermatitis in all patients. The prebiotic Triphala improved patient satisfaction and decreased scalp sebum levels over 8 weeks. Most studies find associations between regular alcohol use and seborrheic dermatitis, but the association between BMI and obesity on seborrheic dermatitis severity and prevalence is mixed.

Conclusions: This review sheds light on specific promising areas of research that require further study, including the need for interventional studies evaluating serum zinc, vitamin D, and vitamin E supplementation for seborrheic dermatitis. The negative consequences of a Western diet, alcohol use, obesity, and the benefits of fruit consumption are well known; however, to fully understand their specific relationships to seborrheic dermatitis, further cohort or interventional studies are needed.

Trial registration: PROSPERO CRD42023417768; https://tinyurl.com/bdcta893.

背景:脂溢性皮炎的发病机制包括皮脂腺分泌脂质、马拉色菌定植和皮肤屏障破坏引起的炎症反应。这些途径均可通过饮食、肥胖和营养补充剂进行调节。目前的治疗方案只能暂时控制病情;因此,必须认识到可改变的生活方式因素可能在决定疾病严重程度方面发挥作用:本研究旨在总结已发表的有关脂溢性皮炎患者饮食、营养补充剂、酒精、肥胖和微量元素的证据,并为进一步的研究领域提供有用的见解:于 2023 年 4 月 16 日在 Scopus、PubMed 和 MEDLINE(Ovid 界面)上对 1993 年至 2023 年间发表的英文论文进行了文献检索。纳入的研究包括病例对照研究、队列研究和以成年参与者(14 岁以上)为对象的 5 个或更多受试者的随机对照试验,病例报告、系列病例和综述性论文因证据不足而被排除:共纳入 13 项研究(8 项病例对照研究、3 项横断面研究和 2 项随机对照试验),涉及 13 906 名患者。脂溢性皮炎与铜、锰、铁、钙和镁浓度的显著增加以及血清锌、维生素 D 和 E 浓度的显著降低有关。女性患者坚持西式饮食与脂溢性皮炎的高风险有关,而所有患者多吃水果与脂溢性皮炎的低风险有关。益生菌 Triphala 提高了患者的满意度,并在 8 周内降低了头皮皮脂水平。大多数研究发现,经常饮酒与脂溢性皮炎有关,但体重指数(BMI)和肥胖与脂溢性皮炎的严重程度和发病率之间的关系不一:本综述揭示了需要进一步研究的有前景的特定研究领域,包括需要对脂溢性皮炎患者补充血清锌、维生素 D 和维生素 E 进行评估的干预性研究。西方饮食、饮酒、肥胖的负面影响以及食用水果的益处已众所周知,但要充分了解它们与脂溢性皮炎的具体关系,还需要进一步的队列研究或干预研究:PERCORO CRD42023417768; https://tinyurl.com/bdcta893.
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引用次数: 0
Geographic Disparities in Online Searches for Psoriasis Biologics in the United States: Google Trends Analysis. 美国牛皮癣生物制剂在线搜索的地域差异:谷歌趋势分析。
Q3 Medicine Pub Date : 2024-07-31 DOI: 10.2196/56406
Annie Chang, Ross O'Hagan, Jade N Young, Nancy Wei, Nicholas Gulati
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引用次数: 0
An Exploration of Dutch Dermatologists' Experience and Satisfaction With Teledermatology: Sociotechnical and Complex Adaptive System Perspective. 荷兰皮肤科医生对远程皮肤科的体验和满意度调查:社会技术与复杂适应系统视角。
Q3 Medicine Pub Date : 2024-07-26 DOI: 10.2196/56723
Femke van Sinderen, Craig Kuziemsky, Monique W Jaspers, Linda W Peute
<p><strong>Background: </strong>Despite the global upscale of teledermatology during the COVID-19 pandemic, persistent barriers, such as the poor anamnesis and photo quality, hinder its effective use in practice. Understanding Dutch dermatologists' experiences and satisfaction with using the teledermatology system in the Dutch health care system is needed. A holistic evaluation may provide valuable insight to understand how barriers interrelate which is deemed necessary for the innovation of teledermatology in practice.</p><p><strong>Objective: </strong>Guided by a complex adaptive system perspective, this study aims to understand Dutch dermatologists' experience and satisfaction with their training, support communication, interaction, and usage of a teledermatology platform of a Dutch digital hospital during the COVID-19 pandemic, uncovering insights to improve teledermatology services for the future.</p><p><strong>Methods: </strong>A web-based questionnaire was sent in December 2021 to Dutch dermatologists who (1) had an active teledermatology platform account, and (2) responded to a teledermatology consultation between October 1, 2019, and September 30, 2021. The questionnaire consisted of the validated Store-and-Forward Telemedicine Service User-satisfaction Questionnaire (SAF-TSUQ) questionnaire, and new questions regarding; demographics of teledermatologists, the use of teledermatology during the COVID-19 pandemic, the performance of teledermatology by general practitioners (GP), and the role of dermatologists in the teledermatology process. The open-ended questions were analyzed by a grounded theory approach guided by a sociotechnical model and complemented by a complex adaptive system perspective. A panel discussion with 3 dermatologists was performed to provide additional insight into the responses to the questionnaire.</p><p><strong>Results: </strong>We obtained responses from 25 out of the 249 (10%) invited dermatologists. Overall, dermatologists had a positive experience with teledermatology. Interestingly, teledermatology use frequency remained unaffected by the COVID-19 pandemic. However, the insufficient quality and incompleteness of the clinical content (photos and anamneses information) of the teledermatology consultation impacted the efficiency of the teledermatology workflow. Dermatologists expressed the need for improvement to avoid time-consuming processes or physical referrals. The panel discussion enriched and confirmed the responses, suggesting solutions like mandatory fields for the GPs for a complete anamnesis.</p><p><strong>Conclusions: </strong>Dutch Dermatologists view teledermatology as a valuable tool to provide access to dermatology care. However, improvements regarding the quality and completeness of the provided clinical content are necessary for the effectiveness and efficiency of the complex teledermatology system in Dutch health care. This could increase both the dermatologists' satisfaction and the quality of
背景:尽管在 COVID-19 大流行期间,远程皮肤病学在全球范围内得到了推广,但持续存在的障碍,如简陋的病历和照片质量,阻碍了其在实践中的有效使用。有必要了解荷兰皮肤科医生在荷兰医疗保健系统中使用远程皮肤科系统的经验和满意度。整体评估可为了解各种障碍之间的相互关系提供有价值的见解,这被认为是远程皮肤科在实践中创新的必要条件:在复杂适应系统观点的指导下,本研究旨在了解荷兰皮肤科医生在COVID-19大流行期间对其培训、支持交流、互动以及使用荷兰数字医院远程皮肤科平台的体验和满意度,从而为未来改进远程皮肤科服务提供启示:2021年12月,我们向以下荷兰皮肤科医生发送了一份网络问卷:(1) 拥有活跃的远程皮肤科平台账户;(2) 在2019年10月1日至2021年9月30日期间回复了远程皮肤科咨询。问卷包括经过验证的存储转发式远程医疗服务用户满意度问卷(SAF-TSUQ),以及有关远程皮肤科医生的人口统计数据、COVID-19大流行期间远程皮肤科的使用情况、全科医生(GP)远程皮肤科的表现以及皮肤科医生在远程皮肤科过程中的作用等新问题。在社会技术模型的指导下,采用基础理论方法对开放式问题进行了分析,并辅以复杂适应系统观点。我们还与 3 位皮肤科医生进行了小组讨论,以便对问卷答复有更深入的了解:在受邀的 249 位皮肤科医生中,我们收到了 25 位(10%)医生的回复。总体而言,皮肤科医生对远程皮肤病学有积极的体验。有趣的是,远程皮肤科的使用频率并未受到 COVID-19 大流行的影响。然而,远程皮肤科咨询的临床内容(照片和病史信息)质量不高且不完整,影响了远程皮肤科工作流程的效率。皮肤科医生表示有必要加以改进,以避免耗时的流程或物理转诊。小组讨论丰富并证实了这些答复,并提出了解决方案,例如全科医生必须填写完整的病史:荷兰皮肤科医生认为远程皮肤科是提供皮肤科医疗服务的重要工具。然而,为了提高荷兰复杂的远程皮肤病治疗系统的有效性和效率,有必要改进所提供临床内容的质量和完整性。这既能提高皮肤科医生的满意度,也能提高远程皮肤科服务的质量。权衡利弊(如时间投资与图像质量)对远程皮肤病学的实施至关重要,应从复杂性的角度进行评估,以了解权衡利弊并防止意外后果的发生。
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引用次数: 0
NVIDIA's "Chat with RTX" Custom Large Language Model and Personalized AI Chatbot Augments the Value of Electronic Dermatology Reference Material. 英伟达™(NVIDIA®)的 "与 RTX 聊天 "定制大型语言模型和个性化人工智能聊天机器人提高了电子皮肤病学参考资料的价值。
Q3 Medicine Pub Date : 2024-07-24 DOI: 10.2196/58396
Maged N Kamel Boulos, Robert Dellavalle

This paper demonstrates a new, promising method using generative artificial intelligence (AI) to augment the educational value of electronic textbooks and research papers (locally stored on user's machine) and maximize their potential for self-study, in a way that goes beyond the standard electronic search and indexing that is already available in all of these textbooks and files. The presented method runs fully locally on the user's machine, is generally affordable, and does not require high technical expertise to set up and customize with the user's own content.

本文展示了一种使用生成式人工智能(AI)的前景广阔的新方法,该方法可增强电子教科书和研究论文(本地存储在用户机器上)的教育价值,并最大限度地发挥其自学潜力,其方式超越了所有这些教科书和文件中已有的标准电子搜索和索引。所介绍的方法完全在用户的机器上本地运行,价格一般比较低廉,而且不需要很高的专业技术知识来设置和定制用户自己的内容。
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引用次数: 0
Assessing the Relationship Between Vitiligo and Major Depressive Disorder Severity: Cross-Sectional Study. 评估白癜风与重度抑郁症严重程度之间的关系:一项横断面研究
Q3 Medicine Pub Date : 2024-07-12 DOI: 10.2196/60686
Amr Molla, Raed Jannadi, Hamza Alayoubi, Haya Altouri, Maryam Balkhair, Dareen Hafez

Background: Vitiligo, a common dermatological disorder in Saudi Arabia, is associated with significant psychological impacts. This study explores the relationship between vitiligo and the severity of major depressive disorder (MDD), highlighting the broader implications on mental health among affected individuals.

Objective: We aim to assess the prevalence and predictors of depression among adult patients with vitiligo, and to examine the relationship between MDD severity and vitiligo.

Methods: Using a cross-sectional design, the research used the vitiligo area severity index and the Patient Health Questionnaire-9 to measure the extent of vitiligo and depression severity, respectively. This study involved 340 diagnosed patients with vitiligo from various health care settings. Logistic and ordinal regression analysis were applied to evaluate the impact of sociodemographic variables and vitiligo types on MDD severity.

Results: The prevalence of MDD was 58.8% (200/340) of participants. Depression severity varied notably: 18.2% (62/340) of patients experienced mild depression, 17.9% (61/340) moderate, 11.8% (40/340) moderately severe, and 10.9% (37/340) severe depression. Female patients had higher odds of severe depression than male patients (adjusted odds ratio [aOR] 3.14, 95% CI 1.93-5.1; P<.001). Age was inversely related to depression severity, with patients aged older than 60 years showing significantly lower odds (aOR 0.1, 95% CI 0.03-0.39; P<.001). Lower income was associated with higher depression severity (aOR 10.2, 95% CI 3.25-31.8; P<.001). Vitiligo types also influenced depression severity; vulgaris (aOR 5.3, 95% CI 2.6-10.9; P<.001) and acrofacial vitiligo (aOR 2.8, 95% CI 1.5-5.1; P<.001) were significantly associated with higher depression levels compared to focal vitiligo.

Conclusions: The findings suggest that vitiligo contributes to an increased risk of severe depression, highlighting the need for integrated dermatological and psychological treatment approaches to address both the physical and mental health aspects of the disease.

背景:在沙特阿拉伯,白癜风是一种常见的皮肤病,与严重的心理影响有关。本研究探讨了白癜风与重度抑郁症(MDD)严重程度之间的关系,强调了对患者心理健康的广泛影响:评估成年白癜风患者中抑郁症的患病率和预测因素,并研究 MDD 严重程度与白癜风之间的关系:研究采用横断面设计,利用白癜风面积严重程度指数(VASI)和患者健康问卷-9(PHQ-9)分别测量白癜风程度和抑郁严重程度。研究涉及 340 名来自不同医疗机构的确诊白癜风患者。研究采用逻辑回归分析和序数回归分析来评估社会人口学变量和白癜风类型对MDD严重程度的影响:多发性抑郁症的发病率为 58.8%(340 名参与者中有 200 人)。抑郁症的严重程度差异显著:24.7%的患者患有轻度抑郁症,31.1%的患者患有中度抑郁症,22.6%的患者患有中重度抑郁症,21.6%的患者患有重度抑郁症。与男性相比,女性患者患重度抑郁症的几率更高(aOR = 3.14,95% CI:1.93-5.1,P < .001)。年龄与抑郁严重程度成反比,60 岁以上患者的几率明显较低(aOR = 0.1,95% CI:0.03-0.39,P < .001)。收入越低,抑郁严重程度越高(aOR = 10.2,95% CI:3.25-31.8,P < .001)。白癜风类型也会影响抑郁的严重程度;与局灶性白癜风相比,寻常型白癜风(aOR = 5.3,95% CI:2.6-10.9,P < .001)和尖锐湿疣型白癜风(aOR = 2.8,95% CI:1.5-5.1,P < .001)与较高的抑郁水平显著相关:结论:研究结果表明,白癜风会增加患严重抑郁症的风险,因此需要采取综合的皮肤病和心理治疗方法来解决该疾病的生理和心理健康问题:
{"title":"Assessing the Relationship Between Vitiligo and Major Depressive Disorder Severity: Cross-Sectional Study.","authors":"Amr Molla, Raed Jannadi, Hamza Alayoubi, Haya Altouri, Maryam Balkhair, Dareen Hafez","doi":"10.2196/60686","DOIUrl":"10.2196/60686","url":null,"abstract":"<p><strong>Background: </strong>Vitiligo, a common dermatological disorder in Saudi Arabia, is associated with significant psychological impacts. This study explores the relationship between vitiligo and the severity of major depressive disorder (MDD), highlighting the broader implications on mental health among affected individuals.</p><p><strong>Objective: </strong>We aim to assess the prevalence and predictors of depression among adult patients with vitiligo, and to examine the relationship between MDD severity and vitiligo.</p><p><strong>Methods: </strong>Using a cross-sectional design, the research used the vitiligo area severity index and the Patient Health Questionnaire-9 to measure the extent of vitiligo and depression severity, respectively. This study involved 340 diagnosed patients with vitiligo from various health care settings. Logistic and ordinal regression analysis were applied to evaluate the impact of sociodemographic variables and vitiligo types on MDD severity.</p><p><strong>Results: </strong>The prevalence of MDD was 58.8% (200/340) of participants. Depression severity varied notably: 18.2% (62/340) of patients experienced mild depression, 17.9% (61/340) moderate, 11.8% (40/340) moderately severe, and 10.9% (37/340) severe depression. Female patients had higher odds of severe depression than male patients (adjusted odds ratio [aOR] 3.14, 95% CI 1.93-5.1; P<.001). Age was inversely related to depression severity, with patients aged older than 60 years showing significantly lower odds (aOR 0.1, 95% CI 0.03-0.39; P<.001). Lower income was associated with higher depression severity (aOR 10.2, 95% CI 3.25-31.8; P<.001). Vitiligo types also influenced depression severity; vulgaris (aOR 5.3, 95% CI 2.6-10.9; P<.001) and acrofacial vitiligo (aOR 2.8, 95% CI 1.5-5.1; P<.001) were significantly associated with higher depression levels compared to focal vitiligo.</p><p><strong>Conclusions: </strong>The findings suggest that vitiligo contributes to an increased risk of severe depression, highlighting the need for integrated dermatological and psychological treatment approaches to address both the physical and mental health aspects of the disease.</p>","PeriodicalId":73553,"journal":{"name":"JMIR dermatology","volume":" ","pages":"e60686"},"PeriodicalIF":0.0,"publicationDate":"2024-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11282388/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141422097","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
Efficacy of an Artificial Intelligence App (Aysa) in Dermatological Diagnosis: Cross-Sectional Analysis. 人工智能应用程序(Aysa)在皮肤病诊断中的功效:横断面分析
Q3 Medicine Pub Date : 2024-07-02 DOI: 10.2196/48811
Shiva Shankar Marri, Warood Albadri, Mohammed Salman Hyder, Ajit B Janagond, Arun C Inamadar

Background: Dermatology is an ideal specialty for artificial intelligence (AI)-driven image recognition to improve diagnostic accuracy and patient care. Lack of dermatologists in many parts of the world and the high frequency of cutaneous disorders and malignancies highlight the increasing need for AI-aided diagnosis. Although AI-based applications for the identification of dermatological conditions are widely available, research assessing their reliability and accuracy is lacking.

Objective: The aim of this study was to analyze the efficacy of the Aysa AI app as a preliminary diagnostic tool for various dermatological conditions in a semiurban town in India.

Methods: This observational cross-sectional study included patients over the age of 2 years who visited the dermatology clinic. Images of lesions from individuals with various skin disorders were uploaded to the app after obtaining informed consent. The app was used to make a patient profile, identify lesion morphology, plot the location on a human model, and answer questions regarding duration and symptoms. The app presented eight differential diagnoses, which were compared with the clinical diagnosis. The model's performance was evaluated using sensitivity, specificity, accuracy, positive predictive value, negative predictive value, and F1-score. Comparison of categorical variables was performed with the χ2 test and statistical significance was considered at P<.05.

Results: A total of 700 patients were part of the study. A wide variety of skin conditions were grouped into 12 categories. The AI model had a mean top-1 sensitivity of 71% (95% CI 61.5%-74.3%), top-3 sensitivity of 86.1% (95% CI 83.4%-88.6%), and all-8 sensitivity of 95.1% (95% CI 93.3%-96.6%). The top-1 sensitivities for diagnosis of skin infestations, disorders of keratinization, other inflammatory conditions, and bacterial infections were 85.7%, 85.7%, 82.7%, and 81.8%, respectively. In the case of photodermatoses and malignant tumors, the top-1 sensitivities were 33.3% and 10%, respectively. Each category had a strong correlation between the clinical diagnosis and the probable diagnoses (P<.001).

Conclusions: The Aysa app showed promising results in identifying most dermatoses.

背景:皮肤病学是人工智能(AI)驱动的图像识别的理想专业,可提高诊断准确性和改善患者护理。世界上许多地方缺乏皮肤科医生,而皮肤疾病和恶性肿瘤的发病率又很高,因此对人工智能辅助诊断的需求与日俱增。虽然基于人工智能的皮肤病识别应用程序已广泛应用,但对其可靠性和准确性的评估研究却十分缺乏:本研究旨在分析 Aysa AI 应用程序作为初步诊断工具对印度半城市地区各种皮肤病的疗效:这项观察性横断面研究包括到皮肤科诊所就诊的 2 岁以上患者。在获得知情同意后,患有各种皮肤病的患者的皮损图像被上传到应用程序中。该应用程序用于建立患者档案、识别皮损形态、在人体模型上绘制位置图,以及回答有关病程和症状的问题。该应用程序提供了八种鉴别诊断,并与临床诊断进行了比较。使用灵敏度、特异性、准确性、阳性预测值、阴性预测值和 F1 分数对模型的性能进行了评估。分类变量的比较采用χ2检验,统计显著性以PResults为标准:共有 700 名患者参与了研究。各种皮肤状况被分为 12 类。人工智能模型的前 1 位灵敏度平均为 71%(95% CI 61.5%-74.3%),前 3 位灵敏度平均为 86.1%(95% CI 83.4%-88.6%),所有 8 位灵敏度平均为 95.1%(95% CI 93.3%-96.6%)。诊断皮肤感染、角化障碍、其他炎症和细菌感染的灵敏度前 1 位分别为 85.7%、85.7%、82.7% 和 81.8%。对于光化性皮肤病和恶性肿瘤,前 1 位的灵敏度分别为 33.3% 和 10%。每个类别的临床诊断和可能诊断(PConclusions)之间都有很强的相关性:Aysa 应用程序在识别大多数皮肤病方面显示出良好的效果。
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引用次数: 0
PatientsLikeMe and Online Patient Support Communities in Dermatology. PatientsLikeMe 和皮肤科患者在线支持社区。
Q3 Medicine Pub Date : 2024-06-26 DOI: 10.2196/50453
Mindy D Szeto, Michelle Hook Sobotka, Emily Woolhiser, Pritika Parmar, Jieying Wu, Lina Alhanshali, Robert P Dellavalle

Online patient-oriented platforms such as PatientsLikeMe (PLM) offer a venue for individuals with various diagnoses to share experiences and build community, though they may not be representative of the larger patient population. This potentially limits generalizability and raises concerns about the spread of misinformation, emphasizing the need for informed use and health care provider engagement.

以患者为导向的在线平台(如 PatientsLikeMe (PLM))为患有各种诊断的个人提供了一个分享经验和建立社区的场所,尽管这些平台可能并不代表更广泛的患者群体。这可能会限制其普遍性,并引发对错误信息传播的担忧,从而强调知情使用和医疗服务提供者参与的必要性。
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引用次数: 0
Gender Parity Analysis of the Editorial Boards of Influential Dermatology Journals: Cross-Sectional Study. 具有影响力的皮肤病学期刊编委会的性别均等分析:横断面研究。
Q3 Medicine Pub Date : 2024-05-21 DOI: 10.2196/40819
Mindy D Szeto, Torunn E Sivesind, Lori S Kim, Katie A O'Connell, Kathryn A Sprague, Yvonne Nong, Daniel M Strock, Annie L Cao, Jieying Wu, Lauren M Toledo, Sophia M Wolfe, Wyatt Boothby-Shoemaker, Robert P Dellavalle

This study underscores the persistent underrepresentation of women in academic dermatology leadership positions by examining the gender composition of editorial boards across top dermatology journals, emphasizing the urgent need for proactive strategies to promote diversity, equity, and inclusion.

本研究通过考察顶级皮肤病学期刊编委会的性别构成,强调了女性在皮肤病学学术领导岗位上的代表性长期不足的问题,强调了促进多样性、公平性和包容性的积极策略的迫切需要。
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引用次数: 0
Assessing the Application of Large Language Models in Generating Dermatologic Patient Education Materials According to Reading Level: Qualitative Study. 根据阅读水平评估大语言模型在生成皮肤科患者教育材料中的应用:定性研究。
Q3 Medicine Pub Date : 2024-05-16 DOI: 10.2196/55898
Raphaella Lambert, Zi-Yi Choo, Kelsey Gradwohl, Liesl Schroedl, Arlene Ruiz De Luzuriaga
<p><strong>Background: </strong>Dermatologic patient education materials (PEMs) are often written above the national average seventh- to eighth-grade reading level. ChatGPT-3.5, GPT-4, DermGPT, and DocsGPT are large language models (LLMs) that are responsive to user prompts. Our project assesses their use in generating dermatologic PEMs at specified reading levels.</p><p><strong>Objective: </strong>This study aims to assess the ability of select LLMs to generate PEMs for common and rare dermatologic conditions at unspecified and specified reading levels. Further, the study aims to assess the preservation of meaning across such LLM-generated PEMs, as assessed by dermatology resident trainees.</p><p><strong>Methods: </strong>The Flesch-Kincaid reading level (FKRL) of current American Academy of Dermatology PEMs was evaluated for 4 common (atopic dermatitis, acne vulgaris, psoriasis, and herpes zoster) and 4 rare (epidermolysis bullosa, bullous pemphigoid, lamellar ichthyosis, and lichen planus) dermatologic conditions. We prompted ChatGPT-3.5, GPT-4, DermGPT, and DocsGPT to "Create a patient education handout about [condition] at a [FKRL]" to iteratively generate 10 PEMs per condition at unspecified fifth- and seventh-grade FKRLs, evaluated with Microsoft Word readability statistics. The preservation of meaning across LLMs was assessed by 2 dermatology resident trainees.</p><p><strong>Results: </strong>The current American Academy of Dermatology PEMs had an average (SD) FKRL of 9.35 (1.26) and 9.50 (2.3) for common and rare diseases, respectively. For common diseases, the FKRLs of LLM-produced PEMs ranged between 9.8 and 11.21 (unspecified prompt), between 4.22 and 7.43 (fifth-grade prompt), and between 5.98 and 7.28 (seventh-grade prompt). For rare diseases, the FKRLs of LLM-produced PEMs ranged between 9.85 and 11.45 (unspecified prompt), between 4.22 and 7.43 (fifth-grade prompt), and between 5.98 and 7.28 (seventh-grade prompt). At the fifth-grade reading level, GPT-4 was better at producing PEMs for both common and rare conditions than ChatGPT-3.5 (P=.001 and P=.01, respectively), DermGPT (P<.001 and P=.03, respectively), and DocsGPT (P<.001 and P=.02, respectively). At the seventh-grade reading level, no significant difference was found between ChatGPT-3.5, GPT-4, DocsGPT, or DermGPT in producing PEMs for common conditions (all P>.05); however, for rare conditions, ChatGPT-3.5 and DocsGPT outperformed GPT-4 (P=.003 and P<.001, respectively). The preservation of meaning analysis revealed that for common conditions, DermGPT ranked the highest for overall ease of reading, patient understandability, and accuracy (14.75/15, 98%); for rare conditions, handouts generated by GPT-4 ranked the highest (14.5/15, 97%).</p><p><strong>Conclusions: </strong>GPT-4 appeared to outperform ChatGPT-3.5, DocsGPT, and DermGPT at the fifth-grade FKRL for both common and rare conditions, although both ChatGPT-3.5 and DocsGPT performed better than GPT-4 at the sevent
背景:皮肤科患者教育材料(PEM)的编写水平通常高于全国七至八年级的平均阅读水平。ChatGPT-3.5、GPT-4、DermGPT 和 DocsGPT 是大型语言模型 (LLM),可响应用户提示。我们的项目评估了它们在特定阅读水平下生成皮肤病学 PEM 的使用情况:本研究旨在评估精选 LLM 在未指定和指定阅读水平下生成常见和罕见皮肤病 PEM 的能力。此外,该研究还旨在评估由皮肤科住院受训者评估的由 LLM 生成的 PEM 的意义保持情况:方法:针对 4 种常见皮肤病(特应性皮炎、寻常痤疮、银屑病和带状疱疹)和 4 种罕见皮肤病(表皮松解症、丘疹性类风湿关节炎、板层状鱼鳞病和扁平苔藓),评估了美国皮肤病学会当前 PEM 的 Flesch-Kincaid 阅读水平 (FKRL)。我们提示 ChatGPT-3.5、GPT-4、DermGPT 和 DocsGPT "在[FKRL]下创建一份关于[病症]的患者教育手册",从而在未指定的五年级和七年级 FKRL 下为每种病症反复生成 10 份 PEM,并通过 Microsoft Word 可读性统计进行评估。由 2 名皮肤科住院受训者对各 LLM 的意义保持情况进行评估:目前美国皮肤病学会的 PEM 对于常见病和罕见病的平均(标清)FKRL 分别为 9.35 (1.26) 和 9.50 (2.3)。就常见疾病而言,LLM 制作的 PEM 的 FKRL 介于 9.8 至 11.21 之间(未指定提示),介于 4.22 至 7.43 之间(五级提示),以及介于 5.98 至 7.28 之间(七级提示)。对于罕见疾病,LLM 制作的 PEM 的 FKRL 在 9.85 到 11.45 之间(未指定提示),在 4.22 到 7.43 之间(五年级提示),在 5.98 到 7.28 之间(七年级提示)。在五年级阅读水平上,GPT-4 在常见和罕见情况下的 PEM 生成能力均优于 ChatGPT-3.5(P=.001 和 P=.01)和 DermGPT(P.05);但在罕见情况下,ChatGPT-3.5 和 DocsGPT 的表现优于 GPT-4(P=.003 和 PConclusions):就常见和罕见病症而言,GPT-4 在五年级 FKRL 中的表现似乎优于 ChatGPT-3.5、DocsGPT 和 DermGPT,但就罕见病症而言,ChatGPT-3.5 和 DocsGPT 在七年级 FKRL 中的表现均优于 GPT-4。由 LLM 制作的 PEM 可以可靠地满足某些常见和罕见皮肤病的七级 FKRL 要求,而且易于阅读,患者可以理解,大部分情况下也很准确。LLM 可在提高皮肤病学领域的健康素养和传播易读、易懂的 PEM 方面发挥作用。
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引用次数: 0
Online Patient Attitudes Toward Cutaneous Immune-Related Adverse Events Attributed to Nivolumab and Pembrolizumab: Sentiment Analysis. 在线患者对 Nivolumab 和 Pembrolizumab 引起的皮肤免疫相关不良事件的态度:情感分析。
Q3 Medicine Pub Date : 2024-05-02 DOI: 10.2196/53792
Camille M Powers, Andrew K Yang, Hannah Verma, Jeremy Orloff, Austin J Piontkowski, Nicholas Gulati
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引用次数: 0
期刊
JMIR dermatology
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