Journal of Primary Care and Community Health最新文献

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Predictive Machine Learning Models for Assessing Lebanese University Students' Depression, Anxiety, and Stress During COVID-19. 用于评估 COVID-19 期间黎巴嫩大学生抑郁、焦虑和压力的预测性机器学习模型。
IF 3.6
Journal of Primary Care and Community Health Pub Date : 2024-01-01 DOI: 10.1177/21501319241235588
Christo El Morr, Manar Jammal, Imad Bou-Hamad, Sahar Hijazi, Dinah Ayna, Maya Romani, Reem Hoteit
{"title":"Predictive Machine Learning Models for Assessing Lebanese University Students' Depression, Anxiety, and Stress During COVID-19.","authors":"Christo El Morr, Manar Jammal, Imad Bou-Hamad, Sahar Hijazi, Dinah Ayna, Maya Romani, Reem Hoteit","doi":"10.1177/21501319241235588","DOIUrl":"10.1177/21501319241235588","url":null,"abstract":"<p><p>University students are experiencing a mental health crisis. COVID-19 has exacerbated this situation. We have surveyed students in 2 universities in Lebanon to gauge their mental health challenges. We have constructed a machine learning (ML) approach to predict symptoms of depression, anxiety, and stress based on demographics and self-rated health measures. Our approach involved developing 8 ML predictive models, including Logistic Regression (LR), multi-layer perceptron (MLP) neural network, support vector machine (SVM), random forest (RF) and XGBoost, AdaBoost, Naïve Bayes (NB), and K-Nearest neighbors (KNN). Following their construction, we compared their respective performances. Our evaluation shows that RF (AUC = 78.27%), NB (AUC = 76.37%), and AdaBoost (AUC = 72.96%) have provided the highest-performing AUC scores for depression, anxiety, and stress, respectively. Self-rated health is found to be the top feature in predicting depression, while age was the top feature in predicting anxiety and stress, followed by self-rated health. Future work will focus on using data augmentation approaches and extending to multi-class anxiety predictions.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"15 ","pages":"21501319241235588"},"PeriodicalIF":3.6,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10981228/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140307346","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
Palliative Care in the Community: The Greek Version of the Supportive and Palliative Care Indicators Tool (SPICT™). 社区姑息关怀:支持性姑息治疗指标工具(SPICT™)希腊语版本。
IF 3.6
Journal of Primary Care and Community Health Pub Date : 2024-01-01 DOI: 10.1177/21501319241245842
Maria Bouri, Evanthia Sakellari, Dimitrios Krentiris, Areti Lagiou
{"title":"Palliative Care in the Community: The Greek Version of the Supportive and Palliative Care Indicators Tool (SPICT™).","authors":"Maria Bouri, Evanthia Sakellari, Dimitrios Krentiris, Areti Lagiou","doi":"10.1177/21501319241245842","DOIUrl":"https://doi.org/10.1177/21501319241245842","url":null,"abstract":"<p><strong>Introduction/objectives: </strong>Systematic identification of persons with palliative care needs constitutes a major challenge for promoting palliative care in all levels of the health system, including primary care. The aim of this study was to translate, cross-culturally adapt, and content validate Supportive and Palliative Care Indicators Tool (SPICT) for use in the Greek primary care context. Secondary objectives were to probe the use of SPICT-GR in exemplary case vignettes, to discuss the clarity and comprehensibility of its content as well as the appropriateness, acceptability, and feasibility of the tool within the Greek primary care.</p><p><strong>Methods: </strong>The Greek translation and cross-cultural adaptation of SPICT™ followed World Health Organization recommendations for translation and adaptation of instruments. For this purpose a working group was set up consisting of 2 senior researchers, a primary care professional with postgraduate training in Palliative Medicine and a general practitioner (GP) with special interest in primary palliative care. Three focus groups comprised of health professionals (n = 23) working in primary care settings participated in the pilot testing phase. Participants also completed a questionnaire including rating their perceptions on tool's utility and feasibility as well as on the clarity and relevance of its items. Thematic analysis was used for focus groups discussions on how the tool was perceived and interpreted by health professionals in a Greek healthcare context and descriptive statistics for the quantitative analysis of the questionnaire data.</p><p><strong>Results: </strong>The majority assessed the tool as useful (65%), considered its implementation in primary care as feasible (91%) and rated its items as \"relevant\" or \"very relevant\" and \"clear\" or \"very clear.\" Three themes emerged from focus groups discussions: <i>Guiding clinical practice and facilitating collaboration; promoting comprehensive care and awareness for palliative care; applicability in and suitability for primary care</i>.</p><p><strong>Conclusions: </strong>SPICT-GR™ was identified as a practical and applicable tool for primary care, a source of guidance for the comprehensive identification of patients' palliative care needs, promoting awareness on palliative care and facilitating a shared language among health care professionals.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"15 ","pages":"21501319241245842"},"PeriodicalIF":3.6,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11010743/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140860736","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
Disparities in Health Insurance Among Middle Eastern and North African American Children in the US. 美国中东和北非裔美国儿童在医疗保险方面的差异。
IF 3
Journal of Primary Care and Community Health Pub Date : 2024-01-01 DOI: 10.1177/21501319241255542
Florence J Dallo, Kyrah K Brown, Adebola Obembe, Tiffany Kindratt
{"title":"Disparities in Health Insurance Among Middle Eastern and North African American Children in the US.","authors":"Florence J Dallo, Kyrah K Brown, Adebola Obembe, Tiffany Kindratt","doi":"10.1177/21501319241255542","DOIUrl":"10.1177/21501319241255542","url":null,"abstract":"<p><strong>Objective: </strong>To estimate and compare the proportion of foreign-born Middle Eastern/North African (MENA) children without health insurance, public, or private insurance to foreign- and US-born White and US-born MENA children.</p><p><strong>Methods: </strong>Using 2000 to 2018 National Health Interview Survey data (N = 311 961 children) and 2015 to 2019 American Community Survey data (n = 1 892 255 children), we ran multivariable logistic regression to test the association between region of birth among non-Hispanic White children (independent variable) and health insurance coverage types (dependent variables).</p><p><strong>Results: </strong>In the NHIS and ACS, foreign-born MENA children had higher odds of being uninsured (NHIS OR = 1.50, 95%CI = 1.10-2.05; ACS OR = 2.11, 95%CI = 1.88-2.37) compared to US-born White children. In the ACS, foreign-born MENA children had 2.11 times higher odds (95%CI = 1.83-2.45) of being uninsured compared to US-born MENA children.</p><p><strong>Conclusion: </strong>Our findings have implications for the health status of foreign-born MENA children, who are currently more likely to be uninsured. Strategies such as interventions to increase health insurance enrollment, updating enrollment forms to capture race, ethnicity, and nativity can aid in identifying and monitoring key disparities among MENA children.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"15 ","pages":"21501319241255542"},"PeriodicalIF":3.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11110508/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141069522","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
Effort Required and Lessons Learned From Recruiting Health Plans and Rural Primary Care Practices for a Cancer Screening Outreach Study. 癌症筛查推广研究招募医疗计划和农村初级保健实践所需的努力和吸取的经验教训。
IF 3.6
Journal of Primary Care and Community Health Pub Date : 2024-01-01 DOI: 10.1177/21501319241259915
Brittany Badicke, Jennifer Coury, Emily Myers, Amanda F Petrik, Jean Hiebert Larson, Sombuddha Bhadra, Gloria D Coronado, Melinda M Davis
{"title":"Effort Required and Lessons Learned From Recruiting Health Plans and Rural Primary Care Practices for a Cancer Screening Outreach Study.","authors":"Brittany Badicke, Jennifer Coury, Emily Myers, Amanda F Petrik, Jean Hiebert Larson, Sombuddha Bhadra, Gloria D Coronado, Melinda M Davis","doi":"10.1177/21501319241259915","DOIUrl":"10.1177/21501319241259915","url":null,"abstract":"<p><strong>Introduction: </strong>Recruiting organizations (i.e., health plans, health systems, or clinical practices) is important for implementation science, yet limited research explores effective strategies for engaging organizations in pragmatic studies. We explore the effort required to meet recruitment targets for a pragmatic implementation trial, characteristics of engaged and non-engaged clinical practices, and reasons health plans and rural clinical practices chose to participate.</p><p><strong>Methods: </strong>We explored recruitment activities and factors associated with organizational enrollment in SMARTER CRC, a randomized pragmatic trial to increase rates of CRC screening in rural populations. We sought to recruit 30 rural primary care practices within participating Medicaid health plans. We tracked recruitment outreach contacts, meeting content, and outcomes using tracking logs. Informed by the Consolidated Framework for Implementation Research, we analyzed interviews, surveys, and publicly available clinical practice data to identify facilitators of participation.</p><p><strong>Results: </strong>Overall recruitment activities spanned January 2020 to April 2021. Five of the 9 health plans approached agreed to participate (55%). Three of the health plans chose to operate centrally as 1 site based on network structure, resulting in 3 recruited health plan sites. Of the 101 identified practices, 76 met study eligibility criteria; 51% (n = 39) enrolled. Between recruitment and randomization, 1 practice was excluded, 5 withdrew, and 7 practices were collapsed into 3 sites for randomization purposes based on clinical practice structure, leaving 29 randomized sites. Successful recruitment required iterative outreach across time, with a range of 2 to 17 encounters per clinical practice. Facilitators to recruitment included multi-modal outreach, prior relationships, effective messaging, flexibility, and good timing.</p><p><strong>Conclusion: </strong>Recruiting health plans and rural clinical practices was complex and iterative. Leveraging existing relationships and allocating time and resources to engage clinical practices in pragmatic implementation research may facilitate more diverse representation in future trials and generalizability of research findings.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"15 ","pages":"21501319241259915"},"PeriodicalIF":3.6,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11177742/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141307099","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
Sex Workers in Canada Face Unequal Access to Healthcare: A Systems Thinking Approach. 加拿大的性工作者面临不平等的医疗服务:系统思考方法》。
IF 3.6
Journal of Primary Care and Community Health Pub Date : 2024-01-01 DOI: 10.1177/21501319241233173
Kaitlyn Squires
{"title":"Sex Workers in Canada Face Unequal Access to Healthcare: A Systems Thinking Approach.","authors":"Kaitlyn Squires","doi":"10.1177/21501319241233173","DOIUrl":"10.1177/21501319241233173","url":null,"abstract":"<p><strong>Objectives: </strong>Despite Canada's universal health system, sex workers across the country face an alarmingly high number of barriers when they seek to healthcare services. This has resulted in unmet healthcare needs and substantially poorer health outcomes than the general Canadian population. The objective of this study was to use a systems thinking approach to gain an in-depth understanding of the barriers sex workers face and how access could be improved.</p><p><strong>Methods: </strong>The analysis was conducted using a systems thinking methodology, which incorporates systems tools and inquiry processes. The methodology comprised 2 domains of inquiry: (1) Problem Landscape, (2) Solutions Landscape. Systems tools and methods, such as causal loop diagrams, iceberg diagram, and systems mapping, investigated the problem landscape for understanding the interconnected nature of the issue, alongside review of both published and gray literature. An environmental scan explored the current solutions landscape. These methods connected through systemic inquiry processes, including ongoing review and application of diverse perspectives, boundary judgments, interrelationships; enabled gaps and levers of change to be determined.</p><p><strong>Results: </strong>The main barriers sex workers face are stigma, criminalization, accessibility, and cost of healthcare. The stigma of sex work stems from otherization, paternalism, and moralistic, faith-based beliefs. The barriers unique to sex work are stigma and criminalization; both of which surface as avoidance, dislike, and/or fear of medical professionals. Five gaps each with a lever of change to improve access were identified: (1) Stigma - Collectivization and external collaboration, (2) Criminal status of sex work - Decriminalization, (3) Lack of adequate education - Improved healthcare professional training and anti-discriminatory health policies, (4) Lack of support - Increased community-based healthcare services, (5) Cost of healthcare - Universal coverage of \"secondary\" healthcare components.</p><p><strong>Conclusion: </strong>Through reducing the stigma surrounding sex work, making changes that improve the healthcare services that sex workers receive, and collaboration between involved parties, sex workers can be prevented from falling through the cracks of the Canadian healthcare system; lessening the health inequities sex workers face and improving their health outcomes.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"15 ","pages":"21501319241233173"},"PeriodicalIF":3.6,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10953055/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140177153","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
"The Critical Services Are Out of Reach": Diabetes Management and the Experiences of South Asian Immigrants in Ontario. "关键服务遥不可及":糖尿病管理和安大略省南亚移民的经历。
IF 3.6
Journal of Primary Care and Community Health Pub Date : 2024-01-01 DOI: 10.1177/21501319241240635
Minal Waqar, Vincent Z Kuuire
{"title":"\"The Critical Services Are Out of Reach\": Diabetes Management and the Experiences of South Asian Immigrants in Ontario.","authors":"Minal Waqar, Vincent Z Kuuire","doi":"10.1177/21501319241240635","DOIUrl":"10.1177/21501319241240635","url":null,"abstract":"<p><p>Type 2 diabetes is a serious chronic condition affecting millions of people worldwide. South Asians (individuals originating from Pakistan, India, Bangladesh, Sri Lanka, and Nepal) represent a high-risk ethnicity for developing type 2 diabetes (T2D) and experience a high prevalence of the disease, even in migrant populations. The objective of this study was to investigate perceptions and experiences of South Asians living with T2D in Ontario, and their utilization of diabetes related services within the provincial healthcare system. Data were obtained from 20 in-depth interviews with South Asian participants diagnosed with T2D and living in the Greater Toronto Area. Our findings indicate a dissatisfaction with Ontario's coverage for diabetes services; varying uptake of recommended health tests, exams, and monitoring equipment; low utilization of additional resources (diabetes centers); and a need for primary care physicians to better facilitate awareness and utilization of available coverages and resources in the community. This study provides support for the fact that even in Canada's universal healthcare system, disparities exist, particularly for ethnic minorities, and that a universal prescription drug coverage component is a crucial step forward to ensure equitable access to health services utilization for all.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"15 ","pages":"21501319241240635"},"PeriodicalIF":3.6,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10962024/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140207905","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
Characteristics of Homeless Temporarily-Housed in Project RoomKey During the COVID-19 Pandemic. 在 COVID-19 大流行期间,RoomKey 项目中临时居住的无家可归者的特征。
IF 3.6
Journal of Primary Care and Community Health Pub Date : 2024-01-01 DOI: 10.1177/21501319241234869
Kylie Sloan, Alexis Coulourides Kogan, Jodie Guller, Corinne T Feldman, Brett J Feldman
{"title":"Characteristics of Homeless Temporarily-Housed in Project RoomKey During the COVID-19 Pandemic.","authors":"Kylie Sloan, Alexis Coulourides Kogan, Jodie Guller, Corinne T Feldman, Brett J Feldman","doi":"10.1177/21501319241234869","DOIUrl":"10.1177/21501319241234869","url":null,"abstract":"<p><strong>Introduction: </strong>People experiencing unsheltered homelessness (PEUH) have higher disease burden yet limited access to healthcare. COVID-19 introduced even greater risk for PEUH aged 65+ years with an underlying chronic health condition and were temporarily housed in hotels/motels for Project RoomKey (PRK). This study aimed to characterize a PRK cohort who received primary care from a street medicine program.</p><p><strong>Methods: </strong>This observational case series study included a sample of 35 PRK participants receiving primary care from a street medicine team at a single site from July to September 2020. We used the HOUSED BEDS assessment tool for taking history on PEUH.</p><p><strong>Results: </strong>Participants were 63% male, 40% Hispanic/Latino/a, 40% white, 94% English-speaking, and 73% had chronic health conditions. Assessment revealed: average Homelessness (H) of 4 years; 76% had no prior social service Outreach (O); average Utilization (U) was 4 emergency department visits in prior 6-months; 68% received Salary (S) from government income; Food access or Eat (E) was commonly purchased (29%) or donated (26%); clean water to Drink (D) for 59% of participants; 86% had access to a Bathroom (B); Encampment (E) was varied and 38% reported safety concerns; Daily routine (D) showed 76% could access a telephone, 32% received social support from family; 79% reported past or current Substance use (S). No participants contracted COVID-19 during study period.</p><p><strong>Conclusions: </strong>This study describes health and demographic characteristics of PRK participants in Southern California. Findings inform policies to continue PRK that includes onsite healthcare such as via street medicine.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"15 ","pages":"21501319241234869"},"PeriodicalIF":3.6,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10943723/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140140916","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
Strategies for Accessible Breast Screening for People With Intellectual Disability. 为智障人士提供无障碍乳房筛查的策略。
IF 3.6
Journal of Primary Care and Community Health Pub Date : 2024-01-01 DOI: 10.1177/21501319241251938
Janelle Weise, Rachael Cvejic, Julian Trollor
{"title":"Strategies for Accessible Breast Screening for People With Intellectual Disability.","authors":"Janelle Weise, Rachael Cvejic, Julian Trollor","doi":"10.1177/21501319241251938","DOIUrl":"10.1177/21501319241251938","url":null,"abstract":"<p><strong>Introduction: </strong>People with intellectual disability are less likely to participate in breast screening than people without intellectual disability. They experience a range of barriers to accessing breast screening, however, there is no consensus on strategies to overcome these barriers. Our objective was to reach consensus on the strategies required for accessible breast screening for people with intellectual disability.</p><p><strong>Methods: </strong>Fourteen experts participated in a modified on-line Delphi that used Levesque's model of health care access as the theoretical framework. At the end of each round descriptive and thematic analyses were completed. Data was then triangulated to determine if consensus was reached.</p><p><strong>Results: </strong>After 3 rounds, 9 strategies were modified, 24 strategies were added and consensus was reached for 52 strategies across the 5 dimensions of access. Key areas of action related to (i) decision making and consent, (ii) accessible information, (iii) engagement of peer mentors, (iv) service navigators, and (v) equipping key stakeholders.</p><p><strong>Conclusions: </strong>The resulting strategies are the first to articulate how to make breast screening accessible and can be used to inform health policy and quality improvement practices.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"15 ","pages":"21501319241251938"},"PeriodicalIF":3.6,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11075611/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140856287","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
Recalibration of a Non-Laboratory-Based Risk Model to Estimate Pre-Diabetes/Diabetes Mellitus Risk in Primary Care in Hong Kong. 重新校准非实验室风险模型,以估算香港初级保健中的糖尿病前期/糖尿病风险。
IF 3.6
Journal of Primary Care and Community Health Pub Date : 2024-01-01 DOI: 10.1177/21501319241241188
Will H G Cheng, Weinan Dong, Emily T Y Tse, Linda Chan, Carlos K H Wong, Weng Y Chin, Laura E Bedford, Wai Kit Ko, David V K Chao, Kathryn C B Tan, Cindy L K Lam
{"title":"Recalibration of a Non-Laboratory-Based Risk Model to Estimate Pre-Diabetes/Diabetes Mellitus Risk in Primary Care in Hong Kong.","authors":"Will H G Cheng, Weinan Dong, Emily T Y Tse, Linda Chan, Carlos K H Wong, Weng Y Chin, Laura E Bedford, Wai Kit Ko, David V K Chao, Kathryn C B Tan, Cindy L K Lam","doi":"10.1177/21501319241241188","DOIUrl":"10.1177/21501319241241188","url":null,"abstract":"<p><strong>Introduction/objectives: </strong>A non-laboratory-based pre-diabetes/diabetes mellitus (pre-DM/DM) risk prediction model developed from the Hong Kong Chinese population showed good external discrimination in a primary care (PC) population, but the estimated risk level was significantly lower than the observed incidence, indicating poor calibration. This study explored whether recalibrating/updating methods could improve the model's accuracy in estimating individuals' risks in PC.</p><p><strong>Methods: </strong>We performed a secondary analysis on the model's predictors and blood test results of 919 Chinese adults with no prior DM diagnosis recruited from PC clinics from April 2021 to January 2022 in HK. The dataset was randomly split in half into a training set and a test set. The model was recalibrated/updated based on a seven-step methodology, including model recalibrating, revising and extending methods. The primary outcome was the calibration of the recalibrated/updated models, indicated by calibration plots. The models' discrimination, indicated by the area under the receiver operating characteristic curves (AUC-ROC), was also evaluated.</p><p><strong>Results: </strong>Recalibrating the model's regression constant, with no change to the predictors' coefficients, improved the model's accuracy (calibration plot intercept: -0.01, slope: 0.69). More extensive methods could not improve any further. All recalibrated/updated models had similar AUC-ROCs to the original model.</p><p><strong>Conclusion: </strong>The simple recalibration method can adapt the HK Chinese pre-DM/DM model to PC populations with different pre-test probabilities. The recalibrated model can be used as a first-step screening tool and as a measure to monitor changes in pre-DM/DM risks over time or after interventions.</p>","PeriodicalId":46723,"journal":{"name":"Journal of Primary Care and Community Health","volume":"15 ","pages":"21501319241241188"},"PeriodicalIF":3.6,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10996357/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140858414","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
The Effectiveness of an Information-Motivation Behavioral Skill Health Promotion Video on Health Status Among Chiang Mai University Personnel During the COVID-19 Pandemic. 在 COVID-19 大流行期间,信息激励行为技能健康促进视频对清迈大学教职员工健康状况的影响》(The Effectiveness of an Information-Motivation Behavioral Skill Health Promotion Video on Health Status Among Chiang Mai University Personnel during the COVID-19 Pandemic)。
IF 3.6
Journal of Primary Care and Community Health Pub Date : 2024-01-01 DOI: 10.1177/21501319241246396
Warawan Udomkhwamsuk, Patcharin Chaisurin, Wanicha Pungchompoo, Tanutporn Junsiri
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