首页 > 最新文献

Inquiry-The Journal of Health Care Organization Provision and Financing最新文献

英文 中文
Strengthening Community-Based Mental Health Through Local Governance and Barangays in the Philippines. 通过菲律宾的地方治理和村庄加强社区精神卫生。
IF 2.3 4区 医学 Q3 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 Epub Date: 2026-03-15 DOI: 10.1177/00469580261427075
Rowalt Alibudbud

The Slovenian experience of establishing community-based mental health (CBMH) services, including expanding CBMH centers, securing funding, enhancing training, and involving mental health workers, offers a valuable example for the Philippines and other LMICs. It shows that community-based mental health reform needs professionals, empowered communities, and capable local leaders. This paper emphasizes the applicability of Slovenian insights in LMICs, using the Philippines as an example. It highlights the roles of barangay officials and BHWs in implementing CBMH, as they can bridge policy and practice, clinic and community, and stigma and understanding. Their effectiveness depends on clear mandates, ongoing funding, and culturally sensitive training that respects local beliefs and evidence-based care. Overall, the future of community mental health in the Philippines and other LMICs could involve transforming community resources, such as barangays, into recovery centers in which mental well-being is integrated into governance, culture, and community life.

斯洛文尼亚在建立社区精神卫生服务方面的经验,包括扩大社区精神卫生中心、确保资金、加强培训和让精神卫生工作者参与,为菲律宾和其他中低收入国家提供了宝贵的范例。它表明,以社区为基础的精神卫生改革需要专业人员、有能力的社区和有能力的地方领导人。本文以菲律宾为例,强调斯洛文尼亚的见解在中低收入国家的适用性。报告强调了村官和卫生保健工作者在实施社区卫生保健方面的作用,因为他们可以在政策与实践、诊所与社区、污名化与理解之间架起桥梁。其有效性取决于明确的任务、持续的资金、尊重当地信仰和循证护理的文化敏感培训。总体而言,菲律宾和其他中低收入国家社区心理健康的未来可能涉及将社区资源(如村)转变为康复中心,将心理健康纳入治理、文化和社区生活。
{"title":"Strengthening Community-Based Mental Health Through Local Governance and <i>Barangays</i> in the Philippines.","authors":"Rowalt Alibudbud","doi":"10.1177/00469580261427075","DOIUrl":"10.1177/00469580261427075","url":null,"abstract":"<p><p>The Slovenian experience of establishing community-based mental health (CBMH) services, including expanding CBMH centers, securing funding, enhancing training, and involving mental health workers, offers a valuable example for the Philippines and other LMICs. It shows that community-based mental health reform needs professionals, empowered communities, and capable local leaders. This paper emphasizes the applicability of Slovenian insights in LMICs, using the Philippines as an example. It highlights the roles of barangay officials and BHWs in implementing CBMH, as they can bridge policy and practice, clinic and community, and stigma and understanding. Their effectiveness depends on clear mandates, ongoing funding, and culturally sensitive training that respects local beliefs and evidence-based care. Overall, the future of community mental health in the Philippines and other LMICs could involve transforming community resources, such as barangays, into recovery centers in which mental well-being is integrated into governance, culture, and community life.</p>","PeriodicalId":54976,"journal":{"name":"Inquiry-The Journal of Health Care Organization Provision and Financing","volume":"63 ","pages":"469580261427075"},"PeriodicalIF":2.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13009561/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147464330","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Utilization of Complementary and Alternative Medicine Among Patients with Cancer: A Cross-Sectional Study. 癌症患者补充和替代医学的使用:一项横断面研究。
IF 2.3 4区 医学 Q3 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 Epub Date: 2026-03-23 DOI: 10.1177/00469580261433164
Sushant Paudel, Nabin Pathak, Rajeev Shrestha, Prerok Regmi, Simit Sapkota, Sunil Shrestha

The use of complementary and alternative medicine (CAM) is rapidly increasing for various non-communicable diseases, including cancer, presenting a complex challenge. However, few studies have examined CAM utilization in Nepal. A cross-sectional, quantitative, descriptive study design was conducted in a cancer-specialized hospital in Nepal to determine the use of CAM using a 29-item survey questionnaire designed to collect data on demographic and clinical characteristics and CAM utilization practices, based on the existing literature. Descriptive statistics and multivariate binary logistic regression were conducted in SPSS version 29 to identify significant influencing factors, with P-values < 0.05 considered statistically significant. Out of 101 participants, more than half (56.4%) used it for over a year. The commonly observed CAM was naturopathy and herbal products (such as amala, tulushi, aleovera, barley & wheat grass) (53.4%) and dietary supplements (43.6%). Majority of CAM users perceived it as effective (88.1%) and helpful in mostly alleviating nausea (76.4%). In multivariate analysis, only the use of yoga and meditation was independently associated with planning to continue CAM use (AOR: 8.939; 95% CI: 1.68-47.567). Majority of the patients with cancer were using CAM for more than a year, with naturopathy and herbal products among the highest modalities of CAM. The prolonged use of CAM among patients underscores the need to further educate patients on its long-term consequences, along with patient safety.

对包括癌症在内的各种非传染性疾病使用补充和替代医学的人数正在迅速增加,这构成了一个复杂的挑战。然而,很少有研究审查尼泊尔的CAM利用情况。在尼泊尔的一家癌症专科医院进行了一项横断面、定量、描述性研究设计,以确定辅助治疗的使用情况,采用了一份29项调查问卷,旨在根据现有文献收集有关人口统计学和临床特征以及辅助治疗使用做法的数据。采用SPSS version 29进行描述性统计和多元二元logistic回归分析,p值分别为阿玛拉、土鲁石、aleovera、大麦和小麦草(53.4%)和膳食补充剂(43.6%)。大多数CAM使用者认为它是有效的(88.1%),并有助于缓解恶心(76.4%)。在多变量分析中,只有瑜伽和冥想的使用与计划继续使用CAM独立相关(AOR: 8.939; 95% CI: 1.68-47.567)。大多数癌症患者使用CAM超过一年,其中自然疗法和草药产品是CAM的最高形式。在患者中长期使用辅助医学强调需要进一步教育患者其长期后果,以及患者安全。
{"title":"Utilization of Complementary and Alternative Medicine Among Patients with Cancer: A Cross-Sectional Study.","authors":"Sushant Paudel, Nabin Pathak, Rajeev Shrestha, Prerok Regmi, Simit Sapkota, Sunil Shrestha","doi":"10.1177/00469580261433164","DOIUrl":"10.1177/00469580261433164","url":null,"abstract":"<p><p>The use of complementary and alternative medicine (CAM) is rapidly increasing for various non-communicable diseases, including cancer, presenting a complex challenge. However, few studies have examined CAM utilization in Nepal. A cross-sectional, quantitative, descriptive study design was conducted in a cancer-specialized hospital in Nepal to determine the use of CAM using a 29-item survey questionnaire designed to collect data on demographic and clinical characteristics and CAM utilization practices, based on the existing literature. Descriptive statistics and multivariate binary logistic regression were conducted in SPSS version 29 to identify significant influencing factors, with <i>P</i>-values < 0.05 considered statistically significant. Out of 101 participants, more than half (56.4%) used it for over a year. The commonly observed CAM was naturopathy and herbal products (such as <i>amala, tulushi</i>, aleovera, barley & wheat grass) (53.4%) and dietary supplements (43.6%). Majority of CAM users perceived it as effective (88.1%) and helpful in mostly alleviating nausea (76.4%). In multivariate analysis, only the use of yoga and meditation was independently associated with planning to continue CAM use (AOR: 8.939; 95% CI: 1.68-47.567). Majority of the patients with cancer were using CAM for more than a year, with naturopathy and herbal products among the highest modalities of CAM. The prolonged use of CAM among patients underscores the need to further educate patients on its long-term consequences, along with patient safety.</p>","PeriodicalId":54976,"journal":{"name":"Inquiry-The Journal of Health Care Organization Provision and Financing","volume":"63 ","pages":"469580261433164"},"PeriodicalIF":2.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13009986/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147500663","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","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 Innovative Approach to Predict Drinking Water Risks Using System, Community, and Regulatory Characteristics. 利用系统、社区和监管特征预测饮用水风险的创新方法。
IF 2.3 4区 医学 Q3 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 Epub Date: 2026-02-05 DOI: 10.1177/00469580251411440
Liangfei Ye, Qianqian Dong, Aaron McCright, Stephen Gasteyer

Robust predictive models are essential for preventing and mitigating risks associated with public drinking water systems (PWS), which pose significant public health threats and incur substantial medical costs. This study introduces a novel approach by comparing the performance of Logit, Support Vector Machine (SVM), and Extreme Gradient Boosting (XGBoost) models in predicting risks based on PWS characteristics, community attributes, and regulatory developments, rather than relying on water quality and hydrological parameters. The study yields 3 key findings: (1) XGBoost outperforms Logit and SVM, though all models perform less effectively for predicting health-based risks; (2) community and regulatory characteristics exert a greater influence on risk predictions than PWS characteristics; and (3) XGBoost performs comparably to the water parameter-based prediction approach, with the added benefits of lower cost and suitability for long-term forecasting. This innovative approach offers substantial potential for residents, environmental advocates, and policymakers to better anticipate and address PWS risks by focusing on fundamental social determinants.

强大的预测模型对于预防和减轻与公共饮用水系统(PWS)相关的风险至关重要,这些风险构成重大的公共卫生威胁并产生大量医疗费用。本研究通过比较Logit、支持向量机(SVM)和极端梯度提升(XGBoost)模型在基于PWS特征、社区属性和监管发展而不是依赖水质和水文参数预测风险方面的性能,引入了一种新的方法。该研究得出了3个关键发现:(1)XGBoost优于Logit和SVM,尽管所有模型在预测健康风险方面的效果都较差;(2)社区和监管特征对风险预测的影响大于PWS特征;(3)与基于水参数的预测方法相比,XGBoost具有成本更低、适合长期预测的优点。这种创新的方法为居民、环保倡导者和政策制定者提供了巨大的潜力,通过关注基本的社会决定因素,更好地预测和解决PWS风险。
{"title":"An Innovative Approach to Predict Drinking Water Risks Using System, Community, and Regulatory Characteristics.","authors":"Liangfei Ye, Qianqian Dong, Aaron McCright, Stephen Gasteyer","doi":"10.1177/00469580251411440","DOIUrl":"10.1177/00469580251411440","url":null,"abstract":"<p><p>Robust predictive models are essential for preventing and mitigating risks associated with public drinking water systems (PWS), which pose significant public health threats and incur substantial medical costs. This study introduces a novel approach by comparing the performance of Logit, Support Vector Machine (SVM), and Extreme Gradient Boosting (XGBoost) models in predicting risks based on PWS characteristics, community attributes, and regulatory developments, rather than relying on water quality and hydrological parameters. The study yields 3 key findings: (1) XGBoost outperforms Logit and SVM, though all models perform less effectively for predicting health-based risks; (2) community and regulatory characteristics exert a greater influence on risk predictions than PWS characteristics; and (3) XGBoost performs comparably to the water parameter-based prediction approach, with the added benefits of lower cost and suitability for long-term forecasting. This innovative approach offers substantial potential for residents, environmental advocates, and policymakers to better anticipate and address PWS risks by focusing on fundamental social determinants.</p>","PeriodicalId":54976,"journal":{"name":"Inquiry-The Journal of Health Care Organization Provision and Financing","volume":"63 ","pages":"469580251411440"},"PeriodicalIF":2.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12876635/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146127486","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Assessing the Impact of Virtual Reality, Augmented Reality, and Video Games on Improving Post-Traumatic Stress Disorder Symptoms: A Systematic Review and Meta-Analysis. 评估虚拟现实、增强现实和视频游戏对改善创伤后应激障碍症状的影响:系统回顾和荟萃分析。
IF 2.3 4区 医学 Q3 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 Epub Date: 2026-01-28 DOI: 10.1177/00469580251413101
Saeideh Goharinejad, Salime Goharinezhad, Khadijeh Moulaei, Björn Krüger, Thomas Spittler

Post-traumatic stress disorder (PTSD) is often debilitating, with current treatments limited by low adherence, high costs, and accessibility issues. Innovative technologies such as virtual reality (VR), augmented reality (AR), and therapeutic video games provide immersive environments that may improve treatment outcomes. This systematic review and meta-analysis evaluated the efficacy of these approaches and explored their potential advantages over traditional methods. A comprehensive search of PubMed, PsycINFO, CINAHL, Web of Science, and Cochrane identified relevant studies. Two reviewers independently screened articles, extracted data, and assessed quality using the Mixed Methods Appraisal Tool (MMAT). A random-effects model was used to calculate pooled effect sizes (Hedges' g), and heterogeneity was evaluated with the Q test and I2 statistic. Publication bias was examined with funnel plots, Egger's, and Begg's tests. Analyses were performed in Stata version 17.0. From 480 records, 21 studies were included in the review and 12 in the meta-analysis. VR-based treatments yielded a pooled effect size of -0.35 (95% CI [-0.57, -0.13]), indicating a small-to-moderate reduction in PTSD symptoms. The effect was statistically significant (z = -3.13, P < .01), with moderate heterogeneity (I2 = 46.28%, P = .03). Funnel plots and statistical tests suggested minimal publication bias. Meta-regression showed no moderating effect of gender. Subgroup analyses indicated significant benefits in male-only samples, participants aged 20 to 30 and over 40, and studies with follow-up periods ≤7 months. Larger effects were observed in studies with 15 to 30 participants. VR, AR, and video game interventions significantly reduce PTSD symptoms and may enhance accessibility and engagement compared to traditional treatments. These findings support the integration of immersive technologies into therapeutic practice to improve outcomes for individuals with PTSD.

创伤后应激障碍(PTSD)往往使人衰弱,目前的治疗方法受到低依从性、高成本和可及性问题的限制。虚拟现实(VR)、增强现实(AR)和治疗性视频游戏等创新技术提供了身临其境的环境,可以改善治疗效果。本系统综述和荟萃分析评估了这些方法的疗效,并探讨了它们相对于传统方法的潜在优势。对PubMed、PsycINFO、CINAHL、Web of Science和Cochrane进行了全面的搜索,发现了相关的研究。两位审稿人独立筛选文章,提取数据,并使用混合方法评估工具(MMAT)评估质量。采用随机效应模型计算合并效应大小(Hedges' g),并采用Q检验和I2统计量评估异质性。用漏斗图、Egger’s和Begg’s检验检验发表偏倚。在Stata 17.0版本中进行分析。从480项记录中,有21项研究纳入了综述,12项纳入了荟萃分析。基于vr的治疗产生了-0.35的合并效应值(95% CI[-0.57, -0.13]),表明PTSD症状有小到中度的减轻。差异有统计学意义(z = -3.13, p2 = 46.28%, P = 0.03)。漏斗图和统计检验表明发表偏倚最小。元回归显示性别无调节作用。亚组分析显示,仅在男性样本、20至30岁和40岁以上的参与者以及随访期≤7个月的研究中,获益显著。在15至30名参与者的研究中观察到更大的影响。与传统治疗方法相比,VR、AR和视频游戏干预可以显著减少PTSD症状,并可能提高可及性和参与度。这些发现支持将沉浸式技术整合到治疗实践中,以改善PTSD患者的治疗效果。
{"title":"Assessing the Impact of Virtual Reality, Augmented Reality, and Video Games on Improving Post-Traumatic Stress Disorder Symptoms: A Systematic Review and Meta-Analysis.","authors":"Saeideh Goharinejad, Salime Goharinezhad, Khadijeh Moulaei, Björn Krüger, Thomas Spittler","doi":"10.1177/00469580251413101","DOIUrl":"https://doi.org/10.1177/00469580251413101","url":null,"abstract":"<p><p>Post-traumatic stress disorder (PTSD) is often debilitating, with current treatments limited by low adherence, high costs, and accessibility issues. Innovative technologies such as virtual reality (VR), augmented reality (AR), and therapeutic video games provide immersive environments that may improve treatment outcomes. This systematic review and meta-analysis evaluated the efficacy of these approaches and explored their potential advantages over traditional methods. A comprehensive search of PubMed, PsycINFO, CINAHL, Web of Science, and Cochrane identified relevant studies. Two reviewers independently screened articles, extracted data, and assessed quality using the Mixed Methods Appraisal Tool (MMAT). A random-effects model was used to calculate pooled effect sizes (Hedges' g), and heterogeneity was evaluated with the <i>Q</i> test and <i>I</i><sup>2</sup> statistic. Publication bias was examined with funnel plots, Egger's, and Begg's tests. Analyses were performed in Stata version 17.0. From 480 records, 21 studies were included in the review and 12 in the meta-analysis. VR-based treatments yielded a pooled effect size of -0.35 (95% CI [-0.57, -0.13]), indicating a small-to-moderate reduction in PTSD symptoms. The effect was statistically significant (<i>z</i> = -3.13, <i>P</i> < .01), with moderate heterogeneity (<i>I</i><sup>2</sup> = 46.28%, <i>P</i> = .03). Funnel plots and statistical tests suggested minimal publication bias. Meta-regression showed no moderating effect of gender. Subgroup analyses indicated significant benefits in male-only samples, participants aged 20 to 30 and over 40, and studies with follow-up periods ≤7 months. Larger effects were observed in studies with 15 to 30 participants. VR, AR, and video game interventions significantly reduce PTSD symptoms and may enhance accessibility and engagement compared to traditional treatments. These findings support the integration of immersive technologies into therapeutic practice to improve outcomes for individuals with PTSD.</p>","PeriodicalId":54976,"journal":{"name":"Inquiry-The Journal of Health Care Organization Provision and Financing","volume":"63 ","pages":"469580251413101"},"PeriodicalIF":2.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12852585/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146094807","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","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 C-reactive Protein-Triglyceride-Glucose Index in Relation to Liver Disease. c反应蛋白-甘油三酯-葡萄糖指数与肝病的关系
IF 2.3 4区 医学 Q3 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 Epub Date: 2026-03-24 DOI: 10.1177/00469580261433444
Jinming Fang, Ling Liu

To investigate the predictive value of the C-reactive protein-triglyceride-glucose index (CTI) for liver disease events in a community-based middle-aged and older population. Based on data from 5 waves of the China Health and Retirement Longitudinal Study (CHARLS) database, this study utilized data from the 2011 and 2015 waves, which included blood samples. A time-dependent Cox regression model was employed to analyze the association between CTI and the risk of liver disease events. Rigorous model testing, along with robustness and heterogeneity analyses, were conducted. A total of 733 incident liver disease events were documented during the follow-up period. After full adjustment for confounding factors, each 1-unit increment in CTI was significantly associated with a 21.0% increased risk of liver disease (Hazard Ratio [HR] = 1.210, 95% Confidence Interval [CI]: 1.109-1.321). In addition, each quartile increase in baseline CTI was associated with a statistically significant 12.2% elevated risk of incident liver disease. This association remained robust in sensitivity analyses after excluding events with potential reverse causality and replacing biomarkers. Subgroup analyses further identified consistent patterns of this association across different populations. This study is the first to demonstrate, within a nationally representative community-based cohort of middle-aged and older adults, that the CTI is an independent and robust predictor of incident liver disease. As a composite metabo-inflammatory marker, the CTI model exhibited slightly better model fit (lower AIC/BIC) and marginally higher discriminatory ability (C-index) than the single-marker models of TyG index and CRP alone. It can be utilized to identify high-risk individuals in middle-aged and older populations, providing a novel epidemiological tool for the early warning of liver disease.

探讨c反应蛋白-甘油三酯-葡萄糖指数(CTI)对社区中老年人群肝病事件的预测价值。基于中国健康与退休纵向研究(CHARLS)数据库的5波数据,本研究使用了2011年和2015年的数据,其中包括血液样本。采用时间相关的Cox回归模型分析CTI与肝脏疾病事件风险之间的关系。进行了严格的模型检验,以及鲁棒性和异质性分析。在随访期间共记录了733例肝脏疾病事件。在充分调整混杂因素后,CTI每增加1个单位,肝脏疾病风险增加21.0%显著相关(危险比[HR] = 1.210, 95%可信区间[CI]: 1.109-1.321)。此外,基线CTI每增加四分位数,发生肝脏疾病的风险增加12.2%,具有统计学意义。在排除了具有潜在反向因果关系的事件并替换了生物标志物后,这种关联在敏感性分析中仍然很强。亚组分析进一步确定了这种关联在不同人群中的一致模式。这项研究首次在全国具有代表性的社区中老年队列中证明,CTI是肝病事件的独立可靠预测因子。CTI模型作为一种复合代谢炎症标志物,与单独使用TyG指数和CRP的单一标志物模型相比,模型拟合略好(AIC/BIC较低),区分能力(c -指数)略高。它可用于识别中老年人群中的高危人群,为肝病的早期预警提供了一种新的流行病学工具。
{"title":"The C-reactive Protein-Triglyceride-Glucose Index in Relation to Liver Disease.","authors":"Jinming Fang, Ling Liu","doi":"10.1177/00469580261433444","DOIUrl":"https://doi.org/10.1177/00469580261433444","url":null,"abstract":"<p><p>To investigate the predictive value of the C-reactive protein-triglyceride-glucose index (CTI) for liver disease events in a community-based middle-aged and older population. Based on data from 5 waves of the China Health and Retirement Longitudinal Study (CHARLS) database, this study utilized data from the 2011 and 2015 waves, which included blood samples. A time-dependent Cox regression model was employed to analyze the association between CTI and the risk of liver disease events. Rigorous model testing, along with robustness and heterogeneity analyses, were conducted. A total of 733 incident liver disease events were documented during the follow-up period. After full adjustment for confounding factors, each 1-unit increment in CTI was significantly associated with a 21.0% increased risk of liver disease (Hazard Ratio [HR] = 1.210, 95% Confidence Interval [CI]: 1.109-1.321). In addition, each quartile increase in baseline CTI was associated with a statistically significant 12.2% elevated risk of incident liver disease. This association remained robust in sensitivity analyses after excluding events with potential reverse causality and replacing biomarkers. Subgroup analyses further identified consistent patterns of this association across different populations. This study is the first to demonstrate, within a nationally representative community-based cohort of middle-aged and older adults, that the CTI is an independent and robust predictor of incident liver disease. As a composite metabo-inflammatory marker, the CTI model exhibited slightly better model fit (lower AIC/BIC) and marginally higher discriminatory ability (C-index) than the single-marker models of TyG index and CRP alone. It can be utilized to identify high-risk individuals in middle-aged and older populations, providing a novel epidemiological tool for the early warning of liver disease.</p>","PeriodicalId":54976,"journal":{"name":"Inquiry-The Journal of Health Care Organization Provision and Financing","volume":"63 ","pages":"469580261433444"},"PeriodicalIF":2.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147505464","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Relationship of Light Touch, Vibration, Muscle Strength, and Endurance With Balance, Gait, and Falling in Individuals With Multiple Sclerosis. 多发性硬化症患者轻触、振动、肌肉力量和耐力与平衡、步态和跌倒的关系。
IF 2.3 4区 医学 Q3 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 Epub Date: 2026-03-25 DOI: 10.1177/00469580261422580
Gülsüm Demir, Fatma Erdeo, Ali Ulvi Uca, Neslihan Altuntaş Yılmaz

Multiple sclerosis is a progressive neurological disorder characterised by sensory and motor impairments. This study was conducted to investigate the relationship between lower extremity sensation, muscle strength and endurance, balance, gait, and risk of falling in patients with MS. Light touch sensation (LTS) was evaluated using the Semmes-Weinstein monofilament test (threshold: ≥2/3 correct responses). Vibration sensation was tested using a 128 Hz vibration fork. Muscle strength was measured in Newtons using a hand-held dynamometer, and core muscle endurance was assessed using a pressure biofeedback device. Static balance was assessed using the single leg stand test (SLST), dynamic balance using the Y balance test (YBT), gait by the footprint method, and fall risk using the Falls Efficacy Scale-International (FES-I). Back extensor muscle strength showed a significant correlation with non-dominant YBT performance (P = .030). Abdominal muscle strength correlated with SLST performance (eyes open/closed), while lower extremity strenght correlated with both SLST and YBT outcomes (P < .05). Gait parameters were significantly related to trunk and lower extremity strength (P < .05). Back extensors, hip flexors, gluteus maximus, and hamstring muscle strength were associated with fall risk (P < .05). Importantly, LTS showed a positive association with YBT scores and a negative association with risk of falling (P < .05). Sensory and motor factors interactively contribute to balance, gait, and fall risk in MS. To reduce the risk of falls and improve functional outcomes in MS, a targeted rehabilitation programme combining sensory and motor assessments is required.

多发性硬化症是一种以感觉和运动障碍为特征的进行性神经系统疾病。本研究旨在探讨ms患者下肢感觉、肌肉力量和耐力、平衡、步态和跌倒风险之间的关系,采用semes - weinstein单丝测试评估轻触觉(LTS)(阈值:≥2/3正确反应)。振动感觉测试使用128赫兹振动叉。使用手持式测力计以牛顿为单位测量肌肉力量,使用压力生物反馈装置评估核心肌肉耐力。静态平衡采用单腿站立试验(SLST)评估,动态平衡采用Y平衡试验(YBT)评估,步态采用足迹法评估,跌倒风险采用国际跌倒功效量表(FES-I)评估。后伸肌力量与非显性YBT表现呈显著相关(P = 0.030)。腹肌力量与SLST表现(睁眼/闭眼)相关,而下肢力量与SLST和YBT结果相关(P P P P
{"title":"The Relationship of Light Touch, Vibration, Muscle Strength, and Endurance With Balance, Gait, and Falling in Individuals With Multiple Sclerosis.","authors":"Gülsüm Demir, Fatma Erdeo, Ali Ulvi Uca, Neslihan Altuntaş Yılmaz","doi":"10.1177/00469580261422580","DOIUrl":"https://doi.org/10.1177/00469580261422580","url":null,"abstract":"<p><p>Multiple sclerosis is a progressive neurological disorder characterised by sensory and motor impairments. This study was conducted to investigate the relationship between lower extremity sensation, muscle strength and endurance, balance, gait, and risk of falling in patients with MS. Light touch sensation (LTS) was evaluated using the Semmes-Weinstein monofilament test (threshold: ≥2/3 correct responses). Vibration sensation was tested using a 128 Hz vibration fork. Muscle strength was measured in Newtons using a hand-held dynamometer, and core muscle endurance was assessed using a pressure biofeedback device. Static balance was assessed using the single leg stand test (SLST), dynamic balance using the Y balance test (YBT), gait by the footprint method, and fall risk using the Falls Efficacy Scale-International (FES-I). Back extensor muscle strength showed a significant correlation with non-dominant YBT performance (<i>P</i> = .030). Abdominal muscle strength correlated with SLST performance (eyes open/closed), while lower extremity strenght correlated with both SLST and YBT outcomes (<i>P</i> < .05). Gait parameters were significantly related to trunk and lower extremity strength (<i>P</i> < .05). Back extensors, hip flexors, gluteus maximus, and hamstring muscle strength were associated with fall risk (<i>P</i> < .05). Importantly, LTS showed a positive association with YBT scores and a negative association with risk of falling (<i>P</i> < .05). Sensory and motor factors interactively contribute to balance, gait, and fall risk in MS. To reduce the risk of falls and improve functional outcomes in MS, a targeted rehabilitation programme combining sensory and motor assessments is required.</p>","PeriodicalId":54976,"journal":{"name":"Inquiry-The Journal of Health Care Organization Provision and Financing","volume":"63 ","pages":"469580261422580"},"PeriodicalIF":2.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147516902","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multilevel Determinants of Adolescent Dental Care Access: A Scoping Review Using a Health Disparities Framework. 青少年牙科保健获得的多层次决定因素:使用健康差异框架的范围审查。
IF 2.3 4区 医学 Q3 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 Epub Date: 2026-03-15 DOI: 10.1177/00469580261427669
Rubelisa C G de Oliveira, Sarah Shafik, Hassan Khalid, Elizabeth Stellrecht, Susan C McKernan

This scoping review examined barriers and facilitators influencing dental care access among adolescents (ages 10-19) using a multilevel health disparities framework to capture behavioral, social, and structural determinants. Following the Arksey and O'Malley framework and Joanna Briggs Institute methodology, 6 databases and gray literature were searched for English-language studies (2011-present) on dental care access among adolescents. Data were categorized at individual, interpersonal, community, and societal levels. Fifty-eight studies met inclusion criteria. Common barriers included dental anxiety, minority status, low parental education, limited income, weak peer support, geographic disparities, unstable insurance, and provider shortages. Facilitators included public insurance programs, school-based dental clinics, culturally tailored education, caregiver modeling, and community engagement. An ecomap illustrated multilevel predictors and research gaps, identifying strategies such as peer-led programs, safety-net investment, patient navigation, and policy reforms to strengthen access. Adolescent dental access is shaped by intersecting determinants at behavioral, social, and systemic levels. Coordinated efforts integrating infrastructure, health education, and policy interventions are essential to reduce oral health disparities and inform future research directions. The multilevel ecomap presented in this review provides an adaptable, evidence-based foundation for developing actionable strategies to improve adolescent oral health across different social backgrounds and geographic regions.

本综述采用多层次健康差异框架,考察了影响青少年(10-19岁)获得牙科保健的障碍和促进因素,以捕捉行为、社会和结构决定因素。根据Arksey和O'Malley框架和Joanna Briggs研究所的方法,我们检索了6个数据库和灰色文献,以寻找2011年至今关于青少年牙科保健获取的英语研究。数据在个人、人际、社区和社会层面进行分类。58项研究符合纳入标准。常见的障碍包括牙科焦虑、少数民族身份、父母受教育程度低、收入有限、同伴支持弱、地理差异、保险不稳定和提供者短缺。促进因素包括公共保险计划、学校牙科诊所、文化定制教育、护理人员模型和社区参与。生态地图说明了多层预测因素和研究差距,确定了诸如同行主导的项目、安全网投资、患者导航和加强获取的政策改革等战略。青少年获得牙科服务是由行为、社会和系统层面的交叉决定因素决定的。综合基础设施、健康教育和政策干预的协调努力对于减少口腔健康差距和为未来的研究方向提供信息至关重要。本综述中提出的多层次口腔健康地图为制定可操作的策略以改善不同社会背景和地理区域的青少年口腔健康提供了适应性强的循证基础。
{"title":"Multilevel Determinants of Adolescent Dental Care Access: A Scoping Review Using a Health Disparities Framework.","authors":"Rubelisa C G de Oliveira, Sarah Shafik, Hassan Khalid, Elizabeth Stellrecht, Susan C McKernan","doi":"10.1177/00469580261427669","DOIUrl":"10.1177/00469580261427669","url":null,"abstract":"<p><p>This scoping review examined barriers and facilitators influencing dental care access among adolescents (ages 10-19) using a multilevel health disparities framework to capture behavioral, social, and structural determinants. Following the Arksey and O'Malley framework and Joanna Briggs Institute methodology, 6 databases and gray literature were searched for English-language studies (2011-present) on dental care access among adolescents. Data were categorized at individual, interpersonal, community, and societal levels. Fifty-eight studies met inclusion criteria. Common barriers included dental anxiety, minority status, low parental education, limited income, weak peer support, geographic disparities, unstable insurance, and provider shortages. Facilitators included public insurance programs, school-based dental clinics, culturally tailored education, caregiver modeling, and community engagement. An ecomap illustrated multilevel predictors and research gaps, identifying strategies such as peer-led programs, safety-net investment, patient navigation, and policy reforms to strengthen access. Adolescent dental access is shaped by intersecting determinants at behavioral, social, and systemic levels. Coordinated efforts integrating infrastructure, health education, and policy interventions are essential to reduce oral health disparities and inform future research directions. The multilevel ecomap presented in this review provides an adaptable, evidence-based foundation for developing actionable strategies to improve adolescent oral health across different social backgrounds and geographic regions.</p>","PeriodicalId":54976,"journal":{"name":"Inquiry-The Journal of Health Care Organization Provision and Financing","volume":"63 ","pages":"469580261427669"},"PeriodicalIF":2.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13009631/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147464378","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Individualised Empowerment in Secondary Cardiac Rehabilitation in Patients With Coronary Heart Disease: A Qualitative Study. 冠心病患者二次心脏康复的个体化赋权:一项定性研究
IF 2.3 4区 医学 Q3 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 Epub Date: 2026-03-16 DOI: 10.1177/00469580261427100
Xiaojuan Ding, Jing Bai, Weixing Jiang, Yunxia Li, Sanming Zhang

Young and middle-aged patients with coronary heart disease who have undergone percutaneous coronary intervention often find it difficult to participate in secondary cardiac rehabilitation. This study examines patient experiences in cardiac rehabilitation using health empowerment theory as a framework. Purposive sampling was used to collect data through semi-structured interviews, which were analysed using Colaizzi's phenomenological approach. Five themes emerged from the data: (1) Personal growth, (2) Self-acceptance, (3) Life Purpose and motivation, (4) Social support, and (5) Utilisation of social services. The findings are consistent with all dimensions of health empowerment theory. The results of the study emphasise the importance of individualised empowerment and highlight the need to address the requirements for cardiac rehabilitation benefits, providing a new perspective for improving cardiac rehabilitation intervention programmes.

中青年冠心病患者经皮冠状动脉介入治疗后,往往难以参与心脏二次康复。本研究以健康授权理论为框架,探讨患者在心脏康复中的经验。目的抽样通过半结构化访谈收集数据,使用Colaizzi现象学方法对数据进行分析。数据显示了五个主题:(1)个人成长;(2)自我接纳;(3)人生目标和动机;(4)社会支持;(5)社会服务的利用。这些发现与健康赋权理论的所有方面都是一致的。研究结果强调了个性化授权的重要性,并强调了解决心脏康复益处要求的必要性,为改善心脏康复干预方案提供了新的视角。
{"title":"Individualised Empowerment in Secondary Cardiac Rehabilitation in Patients With Coronary Heart Disease: A Qualitative Study.","authors":"Xiaojuan Ding, Jing Bai, Weixing Jiang, Yunxia Li, Sanming Zhang","doi":"10.1177/00469580261427100","DOIUrl":"10.1177/00469580261427100","url":null,"abstract":"<p><p>Young and middle-aged patients with coronary heart disease who have undergone percutaneous coronary intervention often find it difficult to participate in secondary cardiac rehabilitation. This study examines patient experiences in cardiac rehabilitation using health empowerment theory as a framework. Purposive sampling was used to collect data through semi-structured interviews, which were analysed using Colaizzi's phenomenological approach. Five themes emerged from the data: (1) Personal growth, (2) Self-acceptance, (3) Life Purpose and motivation, (4) Social support, and (5) Utilisation of social services. The findings are consistent with all dimensions of health empowerment theory. The results of the study emphasise the importance of individualised empowerment and highlight the need to address the requirements for cardiac rehabilitation benefits, providing a new perspective for improving cardiac rehabilitation intervention programmes.</p>","PeriodicalId":54976,"journal":{"name":"Inquiry-The Journal of Health Care Organization Provision and Financing","volume":"63 ","pages":"469580261427100"},"PeriodicalIF":2.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13010011/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147470356","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Workplace Environment, Gender Inclusion, and Perceived Well-Being Among Women Seafarers: An Ecological Mixed-Method Study. 工作环境、性别包容与女性海员感知幸福感:一项生态混合方法研究。
IF 2.3 4区 医学 Q3 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 Epub Date: 2026-03-19 DOI: 10.1177/00469580261428378
Angelica Borja di Filippo, Damaris Sánchez Rojas, Inga Bartuseviciene, Natalia Calderon-Rivera

Women remain significantly underrepresented in the Merchant Marine workforce, and little empirical research has examined how gendered occupational settings influence their perceived well-being. Guided by Bronfenbrenner's Ecological Systems Theory, this mixed-methods study explored how individual experiences, organizational culture, and policy frameworks interact to shape gender inclusion and occupational well-being among Colombian women seafarers. Seventeen officers (73.9% of the accessible population) completed a descriptive survey and in-depth interviews. Quantitative data profiled demographic and professional characteristics, while qualitative narratives revealed experiences of restricted technical duties, harassment, and limited institutional support within male-dominated environments. Despite these barriers, participants demonstrated strong agency and adaptive coping strategies that sustained professional engagement. Findings highlight that perceived well-being is shaped by micro-level personal factors, meso-level organizational dynamics, and macro-level regulatory contexts. The study contributes to Gender Equity and Occupational Health scholarship by linking individual experiences to institutional and regulatory environments and recommends gender-responsive maritime training, independent reporting mechanisms, and integrated mental-health policies to promote equitable and sustainable seafaring careers.

女性在商船劳动力中的代表性仍然明显不足,很少有实证研究调查性别职业环境如何影响她们的幸福感。在Bronfenbrenner的生态系统理论的指导下,这项混合方法的研究探讨了个人经历、组织文化和政策框架如何相互作用,以塑造哥伦比亚女海员的性别包容和职业福祉。17名官员(占无障碍人口的73.9%)完成了描述性调查和深度访谈。定量数据描述了人口统计和专业特征,而定性叙述揭示了在男性主导的环境中受限制的技术职责、骚扰和有限的机构支持的经历。尽管存在这些障碍,但参与者表现出强大的能动性和适应性应对策略,从而维持了专业参与。研究结果强调,感知幸福感受微观层面的个人因素、中观层面的组织动态和宏观层面的监管背景的影响。该研究通过将个人经历与机构和监管环境联系起来,为性别平等和职业健康奖学金做出了贡献,并建议促进性别平等的海事培训、独立报告机制和综合心理健康政策,以促进公平和可持续的航海事业。
{"title":"Workplace Environment, Gender Inclusion, and Perceived Well-Being Among Women Seafarers: An Ecological Mixed-Method Study.","authors":"Angelica Borja di Filippo, Damaris Sánchez Rojas, Inga Bartuseviciene, Natalia Calderon-Rivera","doi":"10.1177/00469580261428378","DOIUrl":"10.1177/00469580261428378","url":null,"abstract":"<p><p>Women remain significantly underrepresented in the Merchant Marine workforce, and little empirical research has examined how gendered occupational settings influence their perceived well-being. Guided by Bronfenbrenner's Ecological Systems Theory, this mixed-methods study explored how individual experiences, organizational culture, and policy frameworks interact to shape gender inclusion and occupational well-being among Colombian women seafarers. Seventeen officers (73.9% of the accessible population) completed a descriptive survey and in-depth interviews. Quantitative data profiled demographic and professional characteristics, while qualitative narratives revealed experiences of restricted technical duties, harassment, and limited institutional support within male-dominated environments. Despite these barriers, participants demonstrated strong agency and adaptive coping strategies that sustained professional engagement. Findings highlight that perceived well-being is shaped by micro-level personal factors, meso-level organizational dynamics, and macro-level regulatory contexts. The study contributes to Gender Equity and Occupational Health scholarship by linking individual experiences to institutional and regulatory environments and recommends gender-responsive maritime training, independent reporting mechanisms, and integrated mental-health policies to promote equitable and sustainable seafaring careers.</p>","PeriodicalId":54976,"journal":{"name":"Inquiry-The Journal of Health Care Organization Provision and Financing","volume":"63 ","pages":"469580261428378"},"PeriodicalIF":2.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13009981/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147488559","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Predicting Do-Not-Resuscitate Decisions in Critically Ill Patients Through Using Multitask Learning: A Retrospective Study of the MIMIC-IV Database. 通过使用多任务学习预测危重病人不复苏的决定:MIMIC-IV数据库的回顾性研究。
IF 2.3 4区 医学 Q3 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-01 Epub Date: 2026-02-21 DOI: 10.1177/00469580261420721
Ming-Yen Lin, Chuan-Feng Yeh, Wen-Cheng Chao

Timely identification of critically ill patients for do-not-resuscitate (DNR) decisions is crucial to support shared decision-making and ethical end-of-life care. This study developed an explainable multitask learning (MTL) model using the MIMIC-IV database to predict the DNR decision within 24 h. The model was trained on data from 7789 adult patients who were admitted to the intensive care units (ICUs) with a length of stay longer than 3 days, using features including clinical parameters and nursing assessments across a 72-h window. Model performance was evaluated using the area under the receiver operating characteristic curve (AUROC), calibration plots, and decision curve analysis. Interpretability was illustrated by SHapley Additive exPlanations (SHAP) plots and partial dependence plots (PDP). Error analysis was performed to explore the strengths and limitations of the established model. The MTL model achieved superior performance compared to single-task learning (AUROC: 0.798 vs 0.764). SHAP and PDP plots demonstrated that verbalization ability, ventilatory support, and muscle strength as key features. Error analysis identified a subgroup of patients with extreme ventilatory demand and muscle weakness who contributed to misclassification; excluding this subgroup improved AUROC from 0.792 to 0.827. We developed a DNR prediction model and demonstrated the feasibility of integrating an explainable model into ICU care for a nudge to consider the DNR-relevant issue.

及时确定危重患者是否需要进行不复苏(DNR)决定,对于支持共同决策和道德临终关怀至关重要。本研究利用MIMIC-IV数据库建立了可解释多任务学习(MTL)模型,用于预测24 h内的DNR决策。该模型是根据入住重症监护病房(icu)超过3天的7789名成年患者的数据进行训练的,使用的特征包括临床参数和72小时窗口的护理评估。使用受试者工作特征曲线下面积(AUROC)、校准图和决策曲线分析来评估模型的性能。可解释性通过SHapley加性解释图(SHAP)和部分依赖图(PDP)来说明。进行误差分析以探索所建立模型的优势和局限性。与单任务学习相比,MTL模型取得了更好的性能(AUROC: 0.798 vs 0.764)。SHAP和PDP图显示语言表达能力、通气支持和肌肉力量是主要特征。错误分析确定了一个亚组患者极端通气需求和肌肉无力导致错误分类;排除该亚组将AUROC从0.792提高到0.827。我们开发了一个DNR预测模型,并证明了将一个可解释模型整合到ICU护理中的可行性,以推动考虑DNR相关问题。
{"title":"Predicting Do-Not-Resuscitate Decisions in Critically Ill Patients Through Using Multitask Learning: A Retrospective Study of the MIMIC-IV Database.","authors":"Ming-Yen Lin, Chuan-Feng Yeh, Wen-Cheng Chao","doi":"10.1177/00469580261420721","DOIUrl":"10.1177/00469580261420721","url":null,"abstract":"<p><p>Timely identification of critically ill patients for do-not-resuscitate (DNR) decisions is crucial to support shared decision-making and ethical end-of-life care. This study developed an explainable multitask learning (MTL) model using the MIMIC-IV database to predict the DNR decision within 24 h. The model was trained on data from 7789 adult patients who were admitted to the intensive care units (ICUs) with a length of stay longer than 3 days, using features including clinical parameters and nursing assessments across a 72-h window. Model performance was evaluated using the area under the receiver operating characteristic curve (AUROC), calibration plots, and decision curve analysis. Interpretability was illustrated by SHapley Additive exPlanations (SHAP) plots and partial dependence plots (PDP). Error analysis was performed to explore the strengths and limitations of the established model. The MTL model achieved superior performance compared to single-task learning (AUROC: 0.798 vs 0.764). SHAP and PDP plots demonstrated that verbalization ability, ventilatory support, and muscle strength as key features. Error analysis identified a subgroup of patients with extreme ventilatory demand and muscle weakness who contributed to misclassification; excluding this subgroup improved AUROC from 0.792 to 0.827. We developed a DNR prediction model and demonstrated the feasibility of integrating an explainable model into ICU care for a nudge to consider the DNR-relevant issue.</p>","PeriodicalId":54976,"journal":{"name":"Inquiry-The Journal of Health Care Organization Provision and Financing","volume":"63 ","pages":"469580261420721"},"PeriodicalIF":2.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12924938/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146777019","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","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
Inquiry-The Journal of Health Care Organization Provision and Financing
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