Pub Date : 2026-01-22DOI: 10.3390/healthcare14020280
Marco Cascella, Pierluigi Manchiaro, Franco Marinangeli, Cecilia Di Fabio, Giacomo Sollecchia, Alessandro Vittori, Valentina Cerrone
Background: The mirror neuron system (MNS) has been proposed as a key neural mechanism linking action perception, motor representation, and social cognition. This framework has increasingly been applied to pain research, encompassing pain empathy, observational learning of pain, and rehabilitative interventions such as mirror therapy. However, the literature is conceptually heterogeneous, methodologically diverse, and spans experimental, social, and clinical domains. Objective: This scoping review aims to map the extent, nature, and characteristics of the available evidence on the relationship between the MNS and pain, clarifying how MNS-related mechanisms are defined, investigated, and applied across different contexts. Methods: A scoping review was conducted using the methodological framework proposed by the Joanna Briggs Institute and reported in accordance with PRISMA-ScR guidelines. We searched PubMed/MEDLINE, Scopus, Web of Science, and PsycINFO. Studies were included if they addressed MNS-related mechanisms in pain processing, pain empathy, pain modulation, or pain rehabilitation. Eligible studies were charted and synthesized descriptively and thematically. Results: Twenty-one studies met the inclusion criteria. The evidence was predominantly derived from clinical and rehabilitative settings, with most studies focusing on mirror therapy or mirror visual feedback interventions. The majority of included populations consisting of adults with chronic pain conditions, particularly phantom limb pain and complex regional pain syndrome. Pain intensity, assessed mainly through self-reported clinical scales, was the most frequently reported outcome. A smaller number of studies investigated action observation or motor imagery paradigms, primarily in chronic musculoskeletal pain, showing short-term hypoalgesic effects. Across studies, substantial heterogeneity was observed in the conceptualization of MNS-related constructs, intervention protocols, outcome measures, and follow-up duration. Conclusions: Despite extensive theoretical discussion of the MNS, empirical applications are largely confined to clinical mirror-based interventions, with limited use of direct neurophysiological or neuroimaging markers. Since crucial conceptual and methodological gaps constrain comparability and translation into clinical practice, there is a need for clearer operational definitions and more integrated experimental and clinical research approaches.
背景:镜像神经元系统(MNS)被认为是连接动作感知、运动表征和社会认知的关键神经机制。这一框架已越来越多地应用于疼痛研究,包括疼痛共情、疼痛观察学习和康复干预,如镜像疗法。然而,文献在概念上是异质的,方法上是多样的,并且跨越了实验、社会和临床领域。目的:本综述旨在绘制MNS与疼痛之间关系的现有证据的范围、性质和特征,阐明MNS相关机制是如何定义、研究和在不同背景下应用的。方法:采用Joanna Briggs研究所提出的方法学框架进行范围审查,并根据PRISMA-ScR指南进行报告。我们检索了PubMed/MEDLINE、Scopus、Web of Science和PsycINFO。如果研究涉及mns在疼痛处理、疼痛共情、疼痛调节或疼痛康复中的相关机制,则纳入研究。符合条件的研究被绘制成图表,并按描述和主题进行综合。结果:21项研究符合纳入标准。证据主要来自临床和康复设置,大多数研究集中在镜像治疗或镜像视觉反馈干预。大多数纳入的人群由患有慢性疼痛的成年人组成,特别是幻肢痛和复杂的局部疼痛综合征。疼痛强度,主要通过自我报告的临床量表评估,是最常见的报告结果。少数研究调查了动作观察或运动意象范式,主要是在慢性肌肉骨骼疼痛中,显示出短期的镇痛作用。在所有研究中,在mns相关结构、干预方案、结果测量和随访时间的概念化方面观察到实质性的异质性。结论:尽管对MNS进行了广泛的理论讨论,但经验应用主要局限于基于镜像的临床干预,直接神经生理学或神经影像学标志物的使用有限。由于重要的概念和方法差距限制了可比性和转化为临床实践,因此需要更明确的操作定义和更综合的实验和临床研究方法。
{"title":"Mirror Neurons and Pain: A Scoping Review of Experimental, Social, and Clinical Evidence.","authors":"Marco Cascella, Pierluigi Manchiaro, Franco Marinangeli, Cecilia Di Fabio, Giacomo Sollecchia, Alessandro Vittori, Valentina Cerrone","doi":"10.3390/healthcare14020280","DOIUrl":"10.3390/healthcare14020280","url":null,"abstract":"<p><p><b>Background:</b> The mirror neuron system (MNS) has been proposed as a key neural mechanism linking action perception, motor representation, and social cognition. This framework has increasingly been applied to pain research, encompassing pain empathy, observational learning of pain, and rehabilitative interventions such as mirror therapy. However, the literature is conceptually heterogeneous, methodologically diverse, and spans experimental, social, and clinical domains. <b>Objective:</b> This scoping review aims to map the extent, nature, and characteristics of the available evidence on the relationship between the MNS and pain, clarifying how MNS-related mechanisms are defined, investigated, and applied across different contexts. <b>Methods:</b> A scoping review was conducted using the methodological framework proposed by the Joanna Briggs Institute and reported in accordance with PRISMA-ScR guidelines. We searched PubMed/MEDLINE, Scopus, Web of Science, and PsycINFO. Studies were included if they addressed MNS-related mechanisms in pain processing, pain empathy, pain modulation, or pain rehabilitation. Eligible studies were charted and synthesized descriptively and thematically. <b>Results:</b> Twenty-one studies met the inclusion criteria. The evidence was predominantly derived from clinical and rehabilitative settings, with most studies focusing on mirror therapy or mirror visual feedback interventions. The majority of included populations consisting of adults with chronic pain conditions, particularly phantom limb pain and complex regional pain syndrome. Pain intensity, assessed mainly through self-reported clinical scales, was the most frequently reported outcome. A smaller number of studies investigated action observation or motor imagery paradigms, primarily in chronic musculoskeletal pain, showing short-term hypoalgesic effects. Across studies, substantial heterogeneity was observed in the conceptualization of MNS-related constructs, intervention protocols, outcome measures, and follow-up duration. <b>Conclusions:</b> Despite extensive theoretical discussion of the MNS, empirical applications are largely confined to clinical mirror-based interventions, with limited use of direct neurophysiological or neuroimaging markers. Since crucial conceptual and methodological gaps constrain comparability and translation into clinical practice, there is a need for clearer operational definitions and more integrated experimental and clinical research approaches.</p>","PeriodicalId":12977,"journal":{"name":"Healthcare","volume":"14 2","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12841073/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146062649","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}
Background: Nutrition during the perinatal period, including pregnancy, childbirth, postpartum, and lactation, is a critical determinant of maternal and neonatal health. While the importance of balanced nutrition is well established, the integration of nutritional counseling into midwifery care remains inconsistent across settings. Evidence suggests that midwives are uniquely positioned to deliver nutrition-related support, yet gaps persist in their formal training and in the availability of structured guidance. These gaps are particularly evident in certain regions, such as Greece, where dedicated national guidelines for perinatal nutrition are lacking.
Methods: This systematized narrative review synthesises evidence from studies published between 2010 and 2025, retrieved through PubMed, CINAHL, Scopus, and relevant national guidelines. Although the synthesis draws on diverse study designs to provide contextual depth, randomized controlled trials (RCTs) were prioritized and synthesized separately to evaluate the effectiveness of midwife-led interventions. In total, ten randomized controlled trials were included in the evidence synthesis, alongside additional observational and qualitative studies that informed the narrative analysis. Both international and Greek literature were examined to capture current practices, challenges, and knowledge gaps in the nutritional dimension of midwifery care.
Results: Findings indicate that adequate intake of macronutrients and micronutrients, including iron, folic acid, vitamin D, iodine, calcium, and omega-3 fatty acids, is essential for optimal maternal and neonatal outcomes. Despite this, studies consistently report insufficient nutritional knowledge among midwives, limited confidence in providing counseling, and variability in clinical practice. Socio-cultural factors, such as dietary traditions and migration-related challenges, further influence nutritional behaviors and access to guidance. Emerging approaches, including e-health tools, group counseling models, and continuity-of-care frameworks, show promise in enhancing midwives' capacity to integrate nutrition into perinatal care.
Conclusion: Nutrition is a cornerstone of perinatal health, and midwives are strategically placed to address it. However, gaps in training, inconsistent guidelines, and cultural barriers limit the effectiveness of current practices. Strengthening midwifery education in nutrition, developing context-specific tools, and fostering interdisciplinary collaboration are essential steps toward more comprehensive and culturally sensitive perinatal care. Future research should focus on longitudinal and intervention studies that assess the impact of midwife-led nutritional counseling on maternal and neonatal outcomes.
{"title":"Nutrition in Perinatal Midwifery Care: A Narrative Review of RCTs, Current Practices, and Future Directions.","authors":"Artemisia Kokkinari, Maria Dagla, Kleanthi Gourounti, Evangelia Antoniou, Nikoleta Tsinisizeli, Evangelos Tzamakos, Georgios Iatrakis","doi":"10.3390/healthcare14020283","DOIUrl":"10.3390/healthcare14020283","url":null,"abstract":"<p><strong>Background: </strong>Nutrition during the perinatal period, including pregnancy, childbirth, postpartum, and lactation, is a critical determinant of maternal and neonatal health. While the importance of balanced nutrition is well established, the integration of nutritional counseling into midwifery care remains inconsistent across settings. Evidence suggests that midwives are uniquely positioned to deliver nutrition-related support, yet gaps persist in their formal training and in the availability of structured guidance. These gaps are particularly evident in certain regions, such as Greece, where dedicated national guidelines for perinatal nutrition are lacking.</p><p><strong>Methods: </strong>This systematized narrative review synthesises evidence from studies published between 2010 and 2025, retrieved through PubMed, CINAHL, Scopus, and relevant national guidelines. Although the synthesis draws on diverse study designs to provide contextual depth, randomized controlled trials (RCTs) were prioritized and synthesized separately to evaluate the effectiveness of midwife-led interventions. In total, ten randomized controlled trials were included in the evidence synthesis, alongside additional observational and qualitative studies that informed the narrative analysis. Both international and Greek literature were examined to capture current practices, challenges, and knowledge gaps in the nutritional dimension of midwifery care.</p><p><strong>Results: </strong>Findings indicate that adequate intake of macronutrients and micronutrients, including iron, folic acid, vitamin D, iodine, calcium, and omega-3 fatty acids, is essential for optimal maternal and neonatal outcomes. Despite this, studies consistently report insufficient nutritional knowledge among midwives, limited confidence in providing counseling, and variability in clinical practice. Socio-cultural factors, such as dietary traditions and migration-related challenges, further influence nutritional behaviors and access to guidance. Emerging approaches, including e-health tools, group counseling models, and continuity-of-care frameworks, show promise in enhancing midwives' capacity to integrate nutrition into perinatal care.</p><p><strong>Conclusion: </strong>Nutrition is a cornerstone of perinatal health, and midwives are strategically placed to address it. However, gaps in training, inconsistent guidelines, and cultural barriers limit the effectiveness of current practices. Strengthening midwifery education in nutrition, developing context-specific tools, and fostering interdisciplinary collaboration are essential steps toward more comprehensive and culturally sensitive perinatal care. Future research should focus on longitudinal and intervention studies that assess the impact of midwife-led nutritional counseling on maternal and neonatal outcomes.</p>","PeriodicalId":12977,"journal":{"name":"Healthcare","volume":"14 2","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12840904/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146062672","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}
Pub Date : 2026-01-22DOI: 10.3390/healthcare14020278
Keith J Watts, Shawndaya S Thrasher, Laneshia R Conner, Nicole Campbell, Louis G Baser, DeKeitra Griffin, Sydney P Howard, Missy Spears, Justin X Moore
Background: In recent years, the sociopolitical landscape in the United States has shifted due to an increase in state-level legislation regarding LGBTQ+ rights, a trend that has been particularly pronounced in the Commonwealth of Kentucky. While the mental health impacts of enacted laws are increasingly documented, a critical gap remains in understanding the psychological toll of the legislative debates themselves-the prolonged periods of public discourse surrounding the restriction of rights. Methods: Utilizing data from the 2025 Queer Kentucky Survey (N = 817), this exploratory study examined the association between LGBTQ+ community belongingness and acute suicidality attributed specifically to anti-LGBTQ+ legislative debates. Data were derived from a non-probability snowball sample. Binary logistic regression models that adjusted for age, race, gender identity, education, and income were utilized. Results: Prevalence of debate-attributed suicidality was alarmingly high: 59.7% of the sample attributed increased suicidal thoughts, and 44.1% attributed a suicide attempt, specifically to the legislative debates. LGBTQ+ belongingness was a robust protective correlate, associated with significantly lower odds of both suicidal thoughts (OR = 0.61, p < 0.001) and attempts (OR = 0.41, p < 0.001). Analyses further revealed divergent risk for suicidality across demographic characteristics. Conclusions: Findings are consistent with the interpretation that legislative debates may function as distinct structural stressors associated with suicidal thoughts and suicide attempts. While community belongingness may offer a critical buffer, the elevated risks among Transgender and Black, Indigenous, and People of Color (BIPOC) populations highlight the need for intersectional, structural interventions beyond individual resilience.
背景:近年来,由于州一级关于LGBTQ+权利的立法增加,美国的社会政治格局发生了变化,这一趋势在肯塔基州尤为明显。虽然越来越多的文献记录了已颁布法律对心理健康的影响,但在理解立法辩论本身的心理代价方面仍然存在一个重大差距——围绕限制权利的长期公共讨论。方法:利用2025年肯塔基酷儿调查(N = 817)的数据,本探索性研究考察了LGBTQ+社区归属感与急性自杀之间的关系,特别是由于反LGBTQ+的立法辩论。数据来源于非概率雪球样本。采用了调整了年龄、种族、性别认同、教育程度和收入的二元logistic回归模型。结果:辩论导致的自杀率高得惊人:59.7%的样本认为自杀念头增加,44.1%的样本认为自杀未遂,特别是立法辩论。LGBTQ+归属感与自杀念头(OR = 0.61, p < 0.001)和自杀未遂(OR = 0.41, p < 0.001)的几率显著降低相关。分析进一步揭示了不同人口特征的自杀风险差异。结论:研究结果与立法辩论可能作为与自杀念头和自杀企图相关的独特结构性压力源的解释一致。虽然社区归属感可能提供了一个关键的缓冲,但跨性别人群、黑人、原住民和有色人种(BIPOC)人群的风险升高,突显出除了个人恢复力之外,还需要进行交叉的、结构性的干预。
{"title":"Legislative Debate-Attributed Suicidality Among LGBTQ+ Adults: The Buffering Effect of Community Belongingness.","authors":"Keith J Watts, Shawndaya S Thrasher, Laneshia R Conner, Nicole Campbell, Louis G Baser, DeKeitra Griffin, Sydney P Howard, Missy Spears, Justin X Moore","doi":"10.3390/healthcare14020278","DOIUrl":"10.3390/healthcare14020278","url":null,"abstract":"<p><p><b>Background:</b> In recent years, the sociopolitical landscape in the United States has shifted due to an increase in state-level legislation regarding LGBTQ+ rights, a trend that has been particularly pronounced in the Commonwealth of Kentucky. While the mental health impacts of enacted laws are increasingly documented, a critical gap remains in understanding the psychological toll of the legislative debates themselves-the prolonged periods of public discourse surrounding the restriction of rights. <b>Methods:</b> Utilizing data from the 2025 Queer Kentucky Survey (<i>N</i> = 817), this exploratory study examined the association between LGBTQ+ community belongingness and acute suicidality attributed specifically to anti-LGBTQ+ legislative debates. Data were derived from a non-probability snowball sample. Binary logistic regression models that adjusted for age, race, gender identity, education, and income were utilized. <b>Results:</b> Prevalence of debate-attributed suicidality was alarmingly high: 59.7% of the sample attributed increased suicidal thoughts, and 44.1% attributed a suicide attempt, specifically to the legislative debates. LGBTQ+ belongingness was a robust protective correlate, associated with significantly lower odds of both suicidal thoughts (<i>OR</i> = 0.61, <i>p</i> < 0.001) and attempts (<i>OR</i> = 0.41, <i>p</i> < 0.001). Analyses further revealed divergent risk for suicidality across demographic characteristics. <b>Conclusions:</b> Findings are consistent with the interpretation that legislative debates may function as distinct structural stressors associated with suicidal thoughts and suicide attempts. While community belongingness may offer a critical buffer, the elevated risks among Transgender and Black, Indigenous, and People of Color (BIPOC) populations highlight the need for intersectional, structural interventions beyond individual resilience.</p>","PeriodicalId":12977,"journal":{"name":"Healthcare","volume":"14 2","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12841032/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146062467","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}
Pub Date : 2026-01-22DOI: 10.3390/healthcare14020284
Fatih Bal, Hale A Kahyaoğlu Çakmakci, İpek Okkay, Gülşen Filazoğlu Çokluk, Melek Süler
Background/Objectives: This study investigates whether psychological well-being moderates the relationship between burnout and depressive symptoms among mental health professionals, who are frequently exposed to high emotional labor. Methods: A sample of 607 professionals-including psychologists, guidance counselors, social workers, and psychiatrists-working in public and private institutions in Turkey participated in the study. Data were collected online using the Maslach Burnout Inventory, the Psychological Well-Being Scale, and the Beck Depression Inventory-II. A latent interaction term between burnout and psychological well-being was tested using Structural Equation Modeling (SEM). Results: Burnout was positively associated with depressive symptoms (β = 0.37, p < 0.001), and psychological well-being showed a significant main effect on depressive symptoms (β = 0.26, p < 0.001). Importantly, the interaction between burnout and psychological well-being was significant (β = 0.20, p < 0.001), indicating that psychological well-being significantly moderates the relationship between burnout and depressive symptoms. Specifically, the positive interaction suggests that the association between burnout and depressive symptoms becomes stronger at higher levels of psychological well-being. The model explained 27% of the variance in depressive symptoms. Conclusions: These findings highlight the protective role of psychological well-being and suggest that interventions aimed at enhancing well-being may help reduce depressive symptoms among mental health professionals in high-stress environments.
背景/目的:本研究旨在探讨心理健康是否能调节高情绪劳动的心理健康专业人员的职业倦怠和抑郁症状之间的关系。方法:在土耳其的公共和私人机构工作的607名专业人员——包括心理学家、指导顾问、社会工作者和精神病学家——参与了这项研究。数据通过Maslach倦怠量表、心理健康量表和Beck抑郁量表- ii在线收集。运用结构方程模型对职业倦怠与心理健康之间的潜在相互作用项进行了检验。结果:职业倦怠与抑郁症状呈正相关(β = 0.37, p < 0.001),心理健康对抑郁症状有显著的主作用(β = 0.26, p < 0.001)。重要的是,倦怠与心理健康之间的交互作用显著(β = 0.20, p < 0.001),表明心理健康显著调节倦怠与抑郁症状的关系。具体来说,积极的相互作用表明,心理健康水平越高,倦怠和抑郁症状之间的联系就越强。该模型解释了27%的抑郁症状差异。结论:这些发现强调了心理健康的保护作用,并表明旨在提高幸福感的干预措施可能有助于减少高压力环境中心理健康专业人员的抑郁症状。
{"title":"A Structural Equation Modeling Approach to the Moderating Effect of Psychological Well-Being on Burnout and Depressive Symptoms Among Mental Health Professionals.","authors":"Fatih Bal, Hale A Kahyaoğlu Çakmakci, İpek Okkay, Gülşen Filazoğlu Çokluk, Melek Süler","doi":"10.3390/healthcare14020284","DOIUrl":"10.3390/healthcare14020284","url":null,"abstract":"<p><p><b>Background/Objectives:</b> This study investigates whether psychological well-being moderates the relationship between burnout and depressive symptoms among mental health professionals, who are frequently exposed to high emotional labor. <b>Methods:</b> A sample of 607 professionals-including psychologists, guidance counselors, social workers, and psychiatrists-working in public and private institutions in Turkey participated in the study. Data were collected online using the Maslach Burnout Inventory, the Psychological Well-Being Scale, and the Beck Depression Inventory-II. A latent interaction term between burnout and psychological well-being was tested using Structural Equation Modeling (SEM). <b>Results:</b> Burnout was positively associated with depressive symptoms (β = 0.37, <i>p</i> < 0.001), and psychological well-being showed a significant main effect on depressive symptoms (β = 0.26, <i>p</i> < 0.001). Importantly, the interaction between burnout and psychological well-being was significant (β = 0.20, <i>p</i> < 0.001), indicating that psychological well-being significantly moderates the relationship between burnout and depressive symptoms. Specifically, the positive interaction suggests that the association between burnout and depressive symptoms becomes stronger at higher levels of psychological well-being. The model explained 27% of the variance in depressive symptoms. <b>Conclusions:</b> These findings highlight the protective role of psychological well-being and suggest that interventions aimed at enhancing well-being may help reduce depressive symptoms among mental health professionals in high-stress environments.</p>","PeriodicalId":12977,"journal":{"name":"Healthcare","volume":"14 2","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12841202/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146062619","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}
Pub Date : 2026-01-22DOI: 10.3390/healthcare14020282
Iqra Mehmood, Zoya Zahra, Sarah Iqbal, Ayman Qahmash, Ijaz Hussain
Background: Electronic Health Records (EHRs) are a rich source of clinical information used for patient monitoring, disease progression analysis, and treatment outcome assessment. However, their large-scale, heterogeneity, and temporal characteristics make them difficult to analyze. Topic modeling has emerged as an effective method to extract latent structures, detect disease characteristics, and trace patient trajectories in EHRs. Recent neural and transformer-based approaches such as BERTopic has significantly improved coherence, scalability, and domain adaptability compared to earlier probabilistic models. Methods: This Systematic Literature Review (SLR) examines topic modeling and its variants applied to EHR data over the past decade. We follow the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) framework to identify, screen, and select relevant studies. The reviewed techniques span traditional probabilistic models, neural embedding-based methods, and temporal extensions designed for pathway and sequence modeling in clinical data. Results: The synthesis covers trends in publication patterns, dataset usage, application domains, and methodological contributions. The reviewed literature demonstrates strengths across different modeling families, while also highlighting challenges related to scalability, interpretability, temporal complexity, and privacy when analyzing large-scale EHRs. Conclusions: Topic modeling continues to play a central role in understanding temporal patterns and latent structures in EHRs. This review also outlines future possibilities for integrating topic modeling with Agentic AI and large language models to enhance clinical decision-making. Overall, this SLR provides researchers and practitioners with a consolidated foundation on temporal topic modeling in EHRs and its potential to advance data-driven healthcare.
{"title":"A Systematic Review of Topic Modeling Techniques for Electronic Health Records.","authors":"Iqra Mehmood, Zoya Zahra, Sarah Iqbal, Ayman Qahmash, Ijaz Hussain","doi":"10.3390/healthcare14020282","DOIUrl":"10.3390/healthcare14020282","url":null,"abstract":"<p><p><b>Background</b>: Electronic Health Records (EHRs) are a rich source of clinical information used for patient monitoring, disease progression analysis, and treatment outcome assessment. However, their large-scale, heterogeneity, and temporal characteristics make them difficult to analyze. Topic modeling has emerged as an effective method to extract latent structures, detect disease characteristics, and trace patient trajectories in EHRs. Recent neural and transformer-based approaches such as BERTopic has significantly improved coherence, scalability, and domain adaptability compared to earlier probabilistic models. <b>Methods</b>: This Systematic Literature Review (SLR) examines topic modeling and its variants applied to EHR data over the past decade. We follow the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) framework to identify, screen, and select relevant studies. The reviewed techniques span traditional probabilistic models, neural embedding-based methods, and temporal extensions designed for pathway and sequence modeling in clinical data. <b>Results</b>: The synthesis covers trends in publication patterns, dataset usage, application domains, and methodological contributions. The reviewed literature demonstrates strengths across different modeling families, while also highlighting challenges related to scalability, interpretability, temporal complexity, and privacy when analyzing large-scale EHRs. <b>Conclusions</b>: Topic modeling continues to play a central role in understanding temporal patterns and latent structures in EHRs. This review also outlines future possibilities for integrating topic modeling with Agentic AI and large language models to enhance clinical decision-making. Overall, this SLR provides researchers and practitioners with a consolidated foundation on temporal topic modeling in EHRs and its potential to advance data-driven healthcare.</p>","PeriodicalId":12977,"journal":{"name":"Healthcare","volume":"14 2","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12840768/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146062268","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}
Pub Date : 2026-01-22DOI: 10.3390/healthcare14020281
Razvan George Bogdan, Mara Nicolau, Alina Helgiu, Zorin Petrisor Crainiceanu
Background/objectives: Radiotherapy of the chest wall after mastectomy frequently leads to fibrosis, reduced tissue elasticity, erythema, pain and chronic skin-related symptoms that complicate reconstructive strategies. Autologous fat grafting has been proposed as a regenerative option for radiation induced soft tissue damage, but clinical data focused on patient-reported symptoms remain limited. The objective of this study was to describe symptomatic and clinical changes after autologous fat grafting in irradiated postmastectomy chest wall tissue.
Methods: This pilot observational study included five female patients with a history of mastectomy followed by adjuvant chest wall radiotherapy. All patients underwent a single session of standard autologous fat grafting without adipose derived stem cell enrichment. Patient-reported symptoms, including pruritus, local discomfort, burning sensation and erythema, were recorded preoperatively and at six months using a standardized 0 to 5 scale. Scar pliability was assessed by two experienced physicians using the same scale. Only descriptive statistical analysis was performed.
Results: All patients demonstrated lower postoperative symptom scores at six months. Mean reductions were observed for erythema (71.4 percent), burning sensation (61.1 percent) and pruritus (57.1 percent). Local discomfort decreased by 33.3 percent. Mean scar pliability scores increased from 2.2 to 3.2. No postoperative complications, such as infection, fat necrosis or oil cyst formation, were recorded. All patients completed the six month follow up.
Conclusions: In this small pilot observational study, autologous fat grafting was well tolerated and associated with descriptive improvement of patient-reported symptoms and scar pliability in irradiated postmastectomy chest wall tissue. These findings suggest a potential symptomatic benefit of fat grafting, while larger studies with objective imaging and histological correlation are required to confirm efficacy and durability.
{"title":"Symptomatic Outcomes After Autologous Fat Grafting in Irradiated Postmastectomy Chest Wall.","authors":"Razvan George Bogdan, Mara Nicolau, Alina Helgiu, Zorin Petrisor Crainiceanu","doi":"10.3390/healthcare14020281","DOIUrl":"10.3390/healthcare14020281","url":null,"abstract":"<p><strong>Background/objectives: </strong>Radiotherapy of the chest wall after mastectomy frequently leads to fibrosis, reduced tissue elasticity, erythema, pain and chronic skin-related symptoms that complicate reconstructive strategies. Autologous fat grafting has been proposed as a regenerative option for radiation induced soft tissue damage, but clinical data focused on patient-reported symptoms remain limited. The objective of this study was to describe symptomatic and clinical changes after autologous fat grafting in irradiated postmastectomy chest wall tissue.</p><p><strong>Methods: </strong>This pilot observational study included five female patients with a history of mastectomy followed by adjuvant chest wall radiotherapy. All patients underwent a single session of standard autologous fat grafting without adipose derived stem cell enrichment. Patient-reported symptoms, including pruritus, local discomfort, burning sensation and erythema, were recorded preoperatively and at six months using a standardized 0 to 5 scale. Scar pliability was assessed by two experienced physicians using the same scale. Only descriptive statistical analysis was performed.</p><p><strong>Results: </strong>All patients demonstrated lower postoperative symptom scores at six months. Mean reductions were observed for erythema (71.4 percent), burning sensation (61.1 percent) and pruritus (57.1 percent). Local discomfort decreased by 33.3 percent. Mean scar pliability scores increased from 2.2 to 3.2. No postoperative complications, such as infection, fat necrosis or oil cyst formation, were recorded. All patients completed the six month follow up.</p><p><strong>Conclusions: </strong>In this small pilot observational study, autologous fat grafting was well tolerated and associated with descriptive improvement of patient-reported symptoms and scar pliability in irradiated postmastectomy chest wall tissue. These findings suggest a potential symptomatic benefit of fat grafting, while larger studies with objective imaging and histological correlation are required to confirm efficacy and durability.</p>","PeriodicalId":12977,"journal":{"name":"Healthcare","volume":"14 2","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12841517/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146062731","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}
Pub Date : 2026-01-22DOI: 10.3390/healthcare14020279
Michael Rovithis, Sofia Koukouli, Anastasia Konstantinou, Maria Moudatsou, Nikos Rikos, Manolis Linardakis, Konstantinos Piliotis, Areti Stavropoulou
Background/objectives: Professional quality of life influences patient care, staff well-being, and organizational efficacy. The COVID-19 pandemic placed pressure on healthcare professionals, disrupting their professional quality of life and imposing a psychological burden. In Greece, these issues were intensified by a decade of economic crisis, marked by constrained healthcare budget, personnel shortages, and insufficient resources. This study investigates the pandemic's impact on the professional quality of life of Greek healthcare professionals to support targeted interventions.
Methods: A cross-sectional study was conducted using descriptive statistics. The participants were a convenience sample of 246 healthcare professionals from a Greek regional university hospital with at least one year of experience and who had worked with COVID-19-positive or potentially exposed but asymptomatic patients. Data were collected between March and June 2021 using the Professional Quality of Life Scale (version 5).
Results: Of the 246 participants, 81.3% were women and 33.8% were aged 50 or older. Moderate concern and fear regarding COVID-19 were reported, with 34.6% extremely afraid of transmitting the virus to family or friends and 22.8% to patients or their families. Overall professional quality of life was moderate: compassion satisfaction was moderate to high, while burnout and secondary traumatic stress were moderate to low. Higher compassion satisfaction was linked to holding a position of responsibility. Burnout was associated with having children, permanent employment, years of experience, and increased pandemic-related fear. Higher secondary traumatic stress was associated with older age, more years of experience, and greater pandemic-related fear.
Conclusions: These findings support international research and highlight that the moderate levels observed indicate intrinsic motivation based on professionalism in patient care, providing evidence of resilience and coping mechanisms that reduce psychological consequences on well-being due to the pandemic.
{"title":"COVID-19's Impact on Health Professionals' Quality of Professional Life: A Single-Site Cross-Sectional Study.","authors":"Michael Rovithis, Sofia Koukouli, Anastasia Konstantinou, Maria Moudatsou, Nikos Rikos, Manolis Linardakis, Konstantinos Piliotis, Areti Stavropoulou","doi":"10.3390/healthcare14020279","DOIUrl":"10.3390/healthcare14020279","url":null,"abstract":"<p><strong>Background/objectives: </strong>Professional quality of life influences patient care, staff well-being, and organizational efficacy. The COVID-19 pandemic placed pressure on healthcare professionals, disrupting their professional quality of life and imposing a psychological burden. In Greece, these issues were intensified by a decade of economic crisis, marked by constrained healthcare budget, personnel shortages, and insufficient resources. This study investigates the pandemic's impact on the professional quality of life of Greek healthcare professionals to support targeted interventions.</p><p><strong>Methods: </strong>A cross-sectional study was conducted using descriptive statistics. The participants were a convenience sample of 246 healthcare professionals from a Greek regional university hospital with at least one year of experience and who had worked with COVID-19-positive or potentially exposed but asymptomatic patients. Data were collected between March and June 2021 using the Professional Quality of Life Scale (version 5).</p><p><strong>Results: </strong>Of the 246 participants, 81.3% were women and 33.8% were aged 50 or older. Moderate concern and fear regarding COVID-19 were reported, with 34.6% extremely afraid of transmitting the virus to family or friends and 22.8% to patients or their families. Overall professional quality of life was moderate: compassion satisfaction was moderate to high, while burnout and secondary traumatic stress were moderate to low. Higher compassion satisfaction was linked to holding a position of responsibility. Burnout was associated with having children, permanent employment, years of experience, and increased pandemic-related fear. Higher secondary traumatic stress was associated with older age, more years of experience, and greater pandemic-related fear.</p><p><strong>Conclusions: </strong>These findings support international research and highlight that the moderate levels observed indicate intrinsic motivation based on professionalism in patient care, providing evidence of resilience and coping mechanisms that reduce psychological consequences on well-being due to the pandemic.</p>","PeriodicalId":12977,"journal":{"name":"Healthcare","volume":"14 2","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12841445/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146062603","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}
Pub Date : 2026-01-21DOI: 10.3390/healthcare14020267
Jason N Chen, Eric C H Leung, Jacob Evans, Cassidy Swain, Arham Siddiqui, Duke Appiah, Sameer Islam
Background: As the U.S. population ages, the need for gastrointestinal (GI) care and procedures grows. Medicare is a significant payer for these procedures, but declining reimbursements raise concerns about the availability of GIs and thus equitable access to care. This study examines the relationship between Medicare reimbursements for GI procedures and the regional supply and demand of GI physicians. Methods: This study analyzed the Medicare facility and non-facility setting physician reimbursements for the top 10 GI procedures for 2003, 2013, and 2023. Facility reimbursements were compared across four regions (Northeast, Midwest, South, and West) and compared to regional GI physician supply and demand data for 2013 and 2025 projections. Linear regression and mixed-effects models were used to evaluate relationships between reimbursements, physician supply, and demand. Results: The national average adjusted facility setting physician reimbursements for the top 10 GI procedures declined by 45.6% from 2003 to 2023. In 2013 and projected for 2025, the South had the highest GI physician supply and demand, but consistently lower facility setting physician reimbursements compared to the Northeast and West. Associations between supply, demand, and reimbursements were observed, though regional patterns showed paradoxical trends, such as similar low reimbursements in the South and Midwest despite differing supply levels. Conclusions: Regional inconsistencies between physician supply and reimbursements highlight the complexity of economic and healthcare dynamics. Declining Medicare reimbursements for GI procedures are multifactorial and, as the aging population grows, these reductions may widen disparities. Further investigation is needed to address barriers and ensure equitable access to GI care.
{"title":"Regional Differences in Medicare Reimbursements and Gastroenterology Workforce Dynamics: Implications for Access to Care.","authors":"Jason N Chen, Eric C H Leung, Jacob Evans, Cassidy Swain, Arham Siddiqui, Duke Appiah, Sameer Islam","doi":"10.3390/healthcare14020267","DOIUrl":"10.3390/healthcare14020267","url":null,"abstract":"<p><p><b>Background:</b> As the U.S. population ages, the need for gastrointestinal (GI) care and procedures grows. Medicare is a significant payer for these procedures, but declining reimbursements raise concerns about the availability of GIs and thus equitable access to care. This study examines the relationship between Medicare reimbursements for GI procedures and the regional supply and demand of GI physicians. <b>Methods:</b> This study analyzed the Medicare facility and non-facility setting physician reimbursements for the top 10 GI procedures for 2003, 2013, and 2023. Facility reimbursements were compared across four regions (Northeast, Midwest, South, and West) and compared to regional GI physician supply and demand data for 2013 and 2025 projections. Linear regression and mixed-effects models were used to evaluate relationships between reimbursements, physician supply, and demand. <b>Results:</b> The national average adjusted facility setting physician reimbursements for the top 10 GI procedures declined by 45.6% from 2003 to 2023. In 2013 and projected for 2025, the South had the highest GI physician supply and demand, but consistently lower facility setting physician reimbursements compared to the Northeast and West. Associations between supply, demand, and reimbursements were observed, though regional patterns showed paradoxical trends, such as similar low reimbursements in the South and Midwest despite differing supply levels. <b>Conclusions:</b> Regional inconsistencies between physician supply and reimbursements highlight the complexity of economic and healthcare dynamics. Declining Medicare reimbursements for GI procedures are multifactorial and, as the aging population grows, these reductions may widen disparities. Further investigation is needed to address barriers and ensure equitable access to GI care.</p>","PeriodicalId":12977,"journal":{"name":"Healthcare","volume":"14 2","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12841346/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146062648","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}
Background: Role clarity is a persistent challenge among Patient Care Technicians (PCTs), contributing to inconsistent task performance and safety risks. In Saudi Arabia, little is known about PCTs' understanding of their responsibilities. This study evaluated the impact of a targeted educational program designed to improve PCTs' role clarity, safety practices, and communication. Methods: A quasi-experimental pre-post study was conducted in September 2025 with 35 PCTs from the Hail Health Cluster. The one-day intervention included lectures, discussions, role-play, and case scenarios. Outcomes were measured using a validated instrument across four domains: role clarity; core clinical tasks and safety; communication and ethics; and objective knowledge. Pre-post changes were analyzed using paired t-tests (Cohen's d), and subgroup differences in change scores were examined using one-way ANOVA (η2) in SPSS v29. Results: Baseline scores were lowest in objective knowledge (41.4%) and role clarity (62.8%). Post-training, total composite scores improved significantly (+10.88%, p < 0.001, d = 1.63), with the most significant gain in objective knowledge (+19.8%, p < 0.001, d = 0.99). Role clarity showed only a modest, non-significant increase (+3.98%, p = 0.088, d = 0.30). No demographic differences were found. Conclusions: Targeted training was effective in reducing knowledge gaps; however, improving role clarity may require organizational reinforcement beyond brief training.
背景:角色清晰是患者护理技术人员(pct)面临的一个持续挑战,导致任务表现不一致和安全风险。在沙特阿拉伯,人们对pct对其责任的理解知之甚少。本研究评估了一项有针对性的教育计划的影响,该计划旨在提高pct的角色清晰度、安全实践和沟通。方法:于2025年9月对来自冰雹卫生集群的35名pct进行准实验前后研究。为期一天的干预包括讲座、讨论、角色扮演和案例场景。使用经过验证的工具在四个领域测量结果:角色清晰度;核心临床任务与安全性;沟通与伦理;还有客观知识。前后变化采用配对t检验(Cohen’s d)进行分析,亚组变化得分的差异采用SPSS v29中的单因素方差分析(η2)进行检验。结果:基线得分最低的是客观知识(41.4%)和角色清晰度(62.8%)。训练后,总综合得分显著提高(+10.88%,p < 0.001, d = 1.63),其中客观知识得分提高最为显著(+19.8%,p < 0.001, d = 0.99)。角色清晰度仅显示适度,无显著性增加(+3.98%,p = 0.088, d = 0.30)。没有发现人口统计学上的差异。结论:有针对性的培训能有效缩小知识差距;然而,提高角色清晰度可能需要组织强化,而不仅仅是简短的培训。
{"title":"Role Clarity Among Patient Care Technicians in Saudi Arabia: Outcomes of a Structured Educational Program.","authors":"Nashi Masnad Alreshidi, Afaf Mufadhi Alrimali, Wadida Darwiesh Alshammari, Kristine Angeles Gonzales, Maram Nasser Alawad, Eida Habeeb Alshammari, Mohmmad Khalf Al-Shammari, Ohoud Awadh Alreshidi, Fawziah Nasser Alrashedi, Asrar Eid Alrashidi, Lueife Ali Alrashedi","doi":"10.3390/healthcare14020269","DOIUrl":"10.3390/healthcare14020269","url":null,"abstract":"<p><p><b>Background:</b> Role clarity is a persistent challenge among Patient Care Technicians (PCTs), contributing to inconsistent task performance and safety risks. In Saudi Arabia, little is known about PCTs' understanding of their responsibilities. This study evaluated the impact of a targeted educational program designed to improve PCTs' role clarity, safety practices, and communication. <b>Methods:</b> A quasi-experimental pre-post study was conducted in September 2025 with 35 PCTs from the Hail Health Cluster. The one-day intervention included lectures, discussions, role-play, and case scenarios. Outcomes were measured using a validated instrument across four domains: role clarity; core clinical tasks and safety; communication and ethics; and objective knowledge. Pre-post changes were analyzed using paired <i>t</i>-tests (Cohen's d), and subgroup differences in change scores were examined using one-way ANOVA (η<sup>2</sup>) in SPSS v29. <b>Results:</b> Baseline scores were lowest in objective knowledge (41.4%) and role clarity (62.8%). Post-training, total composite scores improved significantly (+10.88%, <i>p</i> < 0.001, d = 1.63), with the most significant gain in objective knowledge (+19.8%, <i>p</i> < 0.001, d = 0.99). Role clarity showed only a modest, non-significant increase (+3.98%, <i>p</i> = 0.088, d = 0.30). No demographic differences were found. <b>Conclusions:</b> Targeted training was effective in reducing knowledge gaps; however, improving role clarity may require organizational reinforcement beyond brief training.</p>","PeriodicalId":12977,"journal":{"name":"Healthcare","volume":"14 2","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12841291/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146062705","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}
Pub Date : 2026-01-21DOI: 10.3390/healthcare14020270
Hyun Suk Gwag, Jin Ah Kim
Background/Objectives: Medical device-related pressure injury (MDRPI) is a significant patient safety issue associated with increased morbidity, prolonged hospitalization, and healthcare costs. Although evidence-based guidelines for MDRPI prevention exist, nurses' prevention performance remains suboptimal, and the mechanisms linking workload to preventive practice remain insufficiently elucidated. Within a patient safety and quality improvement framework, this study aimed to examine whether occupational coping self-efficacy (OCSE) is statistically consistent with an indirect association linking nurses' workload and MDRPI prevention performance across the nursing practice continuum. Methods: This descriptive correlational study used a mediation model with data from 181 registered nurses working in intensive care units, general wards, and integrated nursing care wards in South Korea. Workload, OCSE, and MDRPI prevention performance were measured using validated instruments. Mediation was tested using hierarchical regression and bootstrapped analysis (PROCESS macro Model 4, 5000 resamples), controlling for demographic and work-related variables. Results: Higher workload was associated with lower OCSE, while higher OCSE was associated with better MDRPI prevention performance. When OCSE was included in the model, the direct association between workload and prevention performance was no longer significant. Bootstrapping confirmed a significant indirect association through OCSE, consistent with a full mediation pattern. Conclusions: Nurses' workload appears to be indirectly associated with MDRPI prevention performance through OCSE. These findings suggest that strengthening nurses' coping self-efficacy, alongside organizational strategies, may be essential for sustainable MDRPI prevention and patient safety improvement.
{"title":"Patient Safety and Quality Improvement in Nursing Practice: Associations Among Workload, Occupational Coping Self-Efficacy and Medical Device-Related Pressure Injury Prevention.","authors":"Hyun Suk Gwag, Jin Ah Kim","doi":"10.3390/healthcare14020270","DOIUrl":"10.3390/healthcare14020270","url":null,"abstract":"<p><p><b>Background/Objectives</b>: Medical device-related pressure injury (MDRPI) is a significant patient safety issue associated with increased morbidity, prolonged hospitalization, and healthcare costs. Although evidence-based guidelines for MDRPI prevention exist, nurses' prevention performance remains suboptimal, and the mechanisms linking workload to preventive practice remain insufficiently elucidated. Within a patient safety and quality improvement framework, this study aimed to examine whether occupational coping self-efficacy (OCSE) is statistically consistent with an indirect association linking nurses' workload and MDRPI prevention performance across the nursing practice continuum. <b>Methods</b>: This descriptive correlational study used a mediation model with data from 181 registered nurses working in intensive care units, general wards, and integrated nursing care wards in South Korea. Workload, OCSE, and MDRPI prevention performance were measured using validated instruments. Mediation was tested using hierarchical regression and bootstrapped analysis (PROCESS macro Model 4, 5000 resamples), controlling for demographic and work-related variables. <b>Results</b>: Higher workload was associated with lower OCSE, while higher OCSE was associated with better MDRPI prevention performance. When OCSE was included in the model, the direct association between workload and prevention performance was no longer significant. Bootstrapping confirmed a significant indirect association through OCSE, consistent with a full mediation pattern. <b>Conclusions</b>: Nurses' workload appears to be indirectly associated with MDRPI prevention performance through OCSE. These findings suggest that strengthening nurses' coping self-efficacy, alongside organizational strategies, may be essential for sustainable MDRPI prevention and patient safety improvement.</p>","PeriodicalId":12977,"journal":{"name":"Healthcare","volume":"14 2","pages":""},"PeriodicalIF":2.7,"publicationDate":"2026-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12841321/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146062695","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}