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1.
ScientificWorldJournal ; 2024: 1554373, 2024.
Article in English | MEDLINE | ID: mdl-38699216

ABSTRACT

Aim: To investigate how structural empowerment and power may contribute to and predict the reduction of medical errors. Background: Medical errors threaten patient well-being, leading to adverse outcomes. Improving work conditions holds promise for reducing medical errors among nurses. Methods: A multisite correlational cross-sectional design was utilized. Data were completed by 375 nurses from four hospitals in Jordan. Data collection occurred between September and November 2023 using sociodemographic, structural empowerment, and medical error questionnaires. The study employed descriptive statistics, Pearson r correlation, and serial mediation analysis. Informed consent was obtained from each participant. Results: Pearson r correlation revealed significant negative correlations between medical error and structural empowerment, formal power, and informal power. The conceptual framework was significant and predicted 16% of the variance in medical errors. The mediation analysis confirmed that formal power and informal power mediate the relationship between structural empowerment and medical error. Conclusions and Implications. This study sheds light on the intricate connection of structural empowerment, formal and informal power, and their collective impact on reducing medical errors. Understanding and addressing these dynamics allows nurses and administrators to achieve a culture of patient safety. Reduction of medical errors is paramount to a safe healthcare environment that prioritizes patient outcomes. Strategies should be fostered to enhance structural empowerment, refine formal power structures, and leverage the positive aspects of informal networks.


Subject(s)
Empowerment , Medical Errors , Humans , Female , Cross-Sectional Studies , Male , Adult , Jordan , Medical Errors/prevention & control , Prevalence , Surveys and Questionnaires , Mediation Analysis , Middle Aged , Nurses/psychology , Power, Psychological
2.
BMC Prim Care ; 25(1): 111, 2024 Apr 11.
Article in English | MEDLINE | ID: mdl-38605357

ABSTRACT

BACKGROUND: Despite the potential advantages of Internet-based diabetes self-management education, its adoption was not widespread among Singapore's public primary care clinics (polyclinics). An interactive online tool was thus developed to help educate patients with Type 2 diabetes mellitus (T2DM), and was now ready for user testing before implementation. AIM: To explore the perceived utility and usability of the educational tool in patients with suboptimally-controlled T2DM in a Singapore primary care setting. METHODS: In-depth interviews were used to gather qualitative data from multi-ethnic Asian adults who had suboptimally-controlled T2DM. A total of 17 IDIs were conducted between April 2022 to March 2023, audio-recorded, transcribed, and analyzed to identify emergent themes via thematic analysis. RESULTS: Regarding utility, users found the educational tool useful because it provided them with information that was comprehensive, accessible, reliable, and manageable. Regarding usability, the majority of users reported that the educational tool was easy to use, and suggested ways to improve navigational cues, visual clarity, readability and user engagement. CONCLUSION: Participants generally found the educational tool useful and easy to use. A revised educational tool will be developed based on their feedback and implemented in clinical practice.


Subject(s)
Diabetes Mellitus, Type 2 , Self-Management , Adult , Humans , Diabetes Mellitus, Type 2/therapy , Primary Health Care , Power, Psychological , Singapore
3.
Ann Card Anaesth ; 27(2): 128-135, 2024 Apr 01.
Article in English | MEDLINE | ID: mdl-38607876

ABSTRACT

INTRODUCTION: Extra Corporeal Membrane Oxygenation (ECMO) has long been used for cardiorespiratory support in the immediate post-paediatric cardiac surgery period with a 2-3% success as per the ELSO registry. Success in recovery depends upon the optimal delivery of critical care to paediatric patients and a comprehensive healthcare team. METHODOLOGY: The survival benefit of children placed on central veno arterial (VA) ECMO following elective cardiac surgeries for congenital heart disease (n = 672) was studied in a cohort of 29 (4.3%) cases from the period of Jan 2018 to Dec 2022 in our cardiac surgical centre. Indications for placing these patients on central VA ECMO included inability to wean from cardiopulmonary bypass (CPB), low cardiac output syndrome, severe pulmonary arterial hypertension, significant bleeding, anaphylaxis, respiratory failure and severe pulmonary edema. RESULTS: The mean time to initiation of ECMO was less than 5 h and the mean duration of ECMO support was 56 h with a survival rate of 58.3%. Amongst perioperative complications, sepsis and arrhythmia on ECMO were found to be negatively associated with survival. Improvements in the pH, PaO2 levels and serum lactate levels after initiation of ECMO were associated with survival benefits. CONCLUSION: The early initiation of ECMO for paediatric cardiotomies could be a beacon of hope for families and medical teams confronting these challenging situations. Improvement in indicators of adequate perfusion and ventricular recoveries like pH and serum lactate and absence of arrhythmia and sepsis are associated with good outcomes.


Subject(s)
Extracorporeal Membrane Oxygenation , Hypertension, Pulmonary , Sepsis , Humans , Child , Arrhythmias, Cardiac , Power, Psychological , Lactates
5.
PLoS One ; 19(4): e0299790, 2024.
Article in English | MEDLINE | ID: mdl-38626054

ABSTRACT

BACKGROUND: Patient engagement as partners in diabetes prevention for family members/close relatives is a novel and underexplored approach. This paper aims to assess patients' willingness and confidence in their ability to succeed as health educators for their family members and investigate the influencing factors. METHODS: A cross-sectional descriptive study was conducted between January 2023 and April 2023. A newly developed and validated self-reported questionnaire, based on the Health Belief Model (HBM) and previous research, was administered to a convenient sample of 134 adult participants diagnosed with diabetes. These participants sought care at primary healthcare clinics at King Abdul-Aziz Medical City, Ministry of National Guard Health Affairs in Riyadh and Jeddah (MNGHA). The data was examined using statistical methods including descriptive analysis, ANOVA, Tukey's HSD (Honestly Significant Difference) Post Hoc tests, and Pearson's correlation coefficients. RESULTS: The majority of participants expressed a willingness to assume the role of health educators for their family members (n = 117, 87.31%) and reported a high level of willingness and confidence, as indicated by self-efficacy scores ranging from 12.00 to 25.00, with a mean of 21.12 (SD = 2.76). Participants' willingness to be health educators exhibited positive correlations with their perceptions of diabetes severity and susceptibility (r = .433, p < .01), perceived benefits and barriers (r = .451, p < .01), cues to action (r = .520, p < .01), self-efficacy (r = .789, p < .01), and the total score of the questionnaire (r = .640, p < .01). CONCLUSIONS: The majority of participants expressed their willingness to assume the role of health educators for their family members, and a significant portion reported confidence in their capacity to accomplish this objective. Healthcare providers should emphasize the importance of equipping patients with the skills and knowledge necessary to effectively convey health messages and serve as health educators within their communities. This expansion of the approach holds the potential to have a significant impact on public health strategies for diabetes prevention.


Subject(s)
Diabetes Mellitus , Health Educators , Adult , Humans , Cross-Sectional Studies , Surveys and Questionnaires , Power, Psychological , Health Knowledge, Attitudes, Practice
6.
PLoS One ; 19(4): e0298261, 2024.
Article in English | MEDLINE | ID: mdl-38598458

ABSTRACT

In the realm of targeted advertising, the demand for precision is paramount, and the traditional centralized machine learning paradigm fails to address this necessity effectively. Two critical challenges persist in the current advertising ecosystem: the data privacy concerns leading to isolated data islands and the complexity in handling non-Independent and Identically Distributed (non-IID) data and concept drift due to the specificity and diversity in user behavior data. Current federated learning frameworks struggle to overcome these hurdles satisfactorily. This paper introduces Fed-GANCC, an innovative federated learning framework that synergizes Generative Adversarial Networks (GANs) and Group Clustering. The framework incorporates a user data augmentation algorithm predicated on adversarial generative networks to enrich user behavior data, curtail the impact of non-uniform data distribution, and enhance the applicability of the global machine learning model. Unlike traditional approaches, our framework offers user data augmentation algorithms based on adversarial generative networks, which not only enriches user behavior data but also reduces the challenges posed by non-uniform data distribution, thereby enhancing the applicability of the global machine learning (ML) model. The effectiveness of Fed-GANCC is distinctly showcased through experimental results, outperforming contemporary methods like FED-AVG and FED-SGD in terms of accuracy, loss value, and receiver operating characteristic (ROC) indicators within the same computing time. Experimental results vindicate the effectiveness of Fed-GANCC, revealing substantial enhancements in accuracy, loss value, and receiver operating characteristic (ROC) metrics compared to FED-AVG and FED-SGD given the same computational time. These outcomes underline Fed-GANCC's exceptional prowess in mitigating issues such as isolated data islands, non-IID data, and concept drift. With its novel approach to addressing the prevailing challenges in targeted advertising such as isolated data islands, non-IID data, and concept drift, the Fed-GANCC framework stands as a benchmark, paving the way for future advancements in federated learning solutions tailored for the advertising domain. The Fed-GANCC framework promises to offer pivotal insights for the future development of efficient and advanced federated learning solutions for targeted advertising.


Subject(s)
Advertising , Algorithms , Cluster Analysis , Power, Psychological
7.
JMIR Hum Factors ; 11: e51522, 2024 Apr 02.
Article in English | MEDLINE | ID: mdl-38564261

ABSTRACT

BACKGROUND: More than 18 million cancer survivors are living in the United States. The effects of cancer and its treatments can have cognitive, psychological, physical, and social consequences that many survivors find incredibly disabling. Posttreatment support is often unavailable or underused, especially for survivors living with disabilities. This leaves them to deal with new obstacles and struggles on their own, oftentimes feeling lost during this transition. Mobile health (mHealth) interventions have been shown to effectively aid cancer survivors in dealing with many of the aftereffects of cancer and its treatments; these interventions hold immense potential for survivors living with disabilities. We developed a prototype for WeCanManage, an mHealth-delivered self-management intervention to empower cancer survivors living with disabilities through problem-solving, mindfulness, and self-advocacy training. OBJECTIVE: Our study conducted a heuristic evaluation of the WeCanManage high-fidelity prototype and assessed its usability among cancer survivors with known disabilities. METHODS: We evaluated the prototype using Nielsen's 10 principles of heuristic evaluation with 22 human-computer interaction university students. On the basis of the heuristic evaluation findings, we modified the prototype and conducted usability testing on 10 cancer survivors with a variety of known disabilities, examining effectiveness, efficiency, usability, and satisfaction, including a completion of the modified System Usability Scale (SUS). RESULTS: The findings from the heuristic evaluation were mostly favorable, highlighting the need for a help guide, addressing accessibility concerns, and enhancing the navigation experience. After usability testing, the average SUS score was 81, indicating a good-excellent design. The participants in the usability testing sample expressed positive reactions toward the app's design, educational content and videos, and the available means of connecting with others. They identified areas for improvement, such as improving accessibility, simplifying navigation within the community forums, and providing a more convenient method to access the help guide. CONCLUSIONS: Overall, usability testing showed positive results for the design of WeCanManage. The course content and features helped participants feel heard, understood, and less alone.


Subject(s)
Cancer Survivors , Mobile Applications , Neoplasms , Humans , User-Centered Design , Heuristics , User-Computer Interface , Power, Psychological , Neoplasms/therapy
8.
Front Immunol ; 15: 1373269, 2024.
Article in English | MEDLINE | ID: mdl-38566987

ABSTRACT

In Mantle Cell Lymphoma (MCL), the role of macrophages within the tumour microenvironment (TME) has recently gained attention due to their impact on prognosis and response to therapy. Despite their low absolute number in MCL tumour tissue, recent findings reveal an association between the levels of macrophages and prognosis, consistent with trends observed in other lymphoma subtypes. M2-like macrophages, identified by markers such as CD163, contribute to angiogenesis and suppression of the immune response. Clinical trials with MCL patients treated with chemoimmunotherapy and targeted treatments underscore the adverse impact of high levels of M2-like macrophages. Immunomodulatory drugs like lenalidomide reduce the levels of MCL-associated CD163+ macrophages and enhance macrophage phagocytic activity. Similarly, clinical approaches targeting the CD47 "don't eat me" signalling, in combination with the anti-CD20-antibody rituximab, demonstrate increased macrophage activity and phagocytosis of MCL tumour cells. Cell-based therapies such as chimeric antigen receptor (CAR) T-cell have shown promise but various challenges persist, leading to a potential interest in CAR-macrophages (CAR-M). When macrophages are recruited to the TME, they offer advantages including phagocytic function and responsiveness to microenvironment alterations, suggesting their potential as a manipulable and inducible alternative when CAR T-cell therapies fails in the complex landscape of MCL treatment.


Subject(s)
Lymphoma, Mantle-Cell , Humans , Adult , Lymphoma, Mantle-Cell/therapy , Tumor Microenvironment , Macrophages , Rituximab/therapeutic use , Power, Psychological
9.
J Public Health Manag Pract ; 30(3): 420-423, 2024.
Article in English | MEDLINE | ID: mdl-38603749

ABSTRACT

The Rethinking Incarceration and Empowering Recovery (RIvER) Clinic was launched in June 2021 to address the health disparities experienced during and after incarceration. The RIvER Clinic's multidisciplinary, community-centered team engages patients during jail detention and after release via telehealth, collocated in community locations, on a mobile van, and in clinic. The clinic serves as a bridge between incarceration and the establishment of permanent health care and social services in the community. In 2022, a total of 479 visits were completed. The clinic provided multidisciplinary substance use support to all eligible patients, paying for 104 medication for opioid use disorder (MOUD) prescriptions for uninsured patients. Twenty-five percent of patients were transitioned to community-based care, and less than 5% of patients were reincarcerated. Despite some limitations, results demonstrate that the RIvER Clinic is successfully reintegrating a marginalized population into its community. The purpose of this article is to describe the implementation and preliminary outcomes of this postincarceration clinic.


Subject(s)
COVID-19 , Humans , COVID-19/epidemiology , Pandemics , Incarceration , Rivers , Delivery of Health Care , Power, Psychological
10.
Adv Skin Wound Care ; 37(5): 1-9, 2024 May 01.
Article in English | MEDLINE | ID: mdl-38648244

ABSTRACT

OBJECTIVE: To explore the mediating effect of self-efficacy and coping mode between powerlessness and quality of life in patients with a venous leg ulcer (VLU). METHODS: The authors used a convenience sampling method to select 208 patients with a VLU in four tertiary grade A hospitals in Qingdao and Tianjin from June 2021 to August 2022. Instruments included the Powerlessness Assessment Tool, Venous Leg Ulcer Self-efficacy Tool, Medical Coping Modes Questionnaire, and Venous Leg Ulcer Quality of Life Questionnaire. The authors used descriptive statistics, Pearson correlation, and PROCESS macros for data analysis. RESULTS: The powerlessness score was significantly negatively associated with self-efficacy and confrontation coping mode scores and positively associated with patients' quality-of-life scores. In addition, self-efficacy and confrontation coping modes separately and sequentially mediated the relationship between powerlessness and quality of life. CONCLUSIONS: Self-efficacy and confrontation coping mode play important mediating roles between powerlessness and quality of life in patients with VLUs. By decreasing patients' sense of powerlessness, boosting their self-efficacy, and encouraging them to adopt confrontation coping mode, health professionals can improve patients' quality of life.


Subject(s)
Adaptation, Psychological , Quality of Life , Self Efficacy , Varicose Ulcer , Humans , Quality of Life/psychology , Female , Male , Middle Aged , Varicose Ulcer/psychology , Varicose Ulcer/therapy , Aged , Surveys and Questionnaires , China , Power, Psychological , Adult
12.
PLoS One ; 19(4): e0298166, 2024.
Article in English | MEDLINE | ID: mdl-38578820

ABSTRACT

Indigenous and Northern women in Canada experience high rates of intimate partner violence (IPV), and this is particularly true in the Northwest Territories (NWT). Adolescents are also at increased risk of IPV, which has far-reaching, lifelong effects. Indigenous youth are particularly vulnerable to IPV due to ongoing effects of intergenerational trauma caused by colonialism, racism and residential school legacies. We explored attitudes towards IPV and the healthy relationship knowledge, skills, and experiences among participants of Fostering Open eXpression among Youth (FOXY) and Strength, Masculinities, and Sexual Health (SMASH) Peer Leader Retreats in the NWT. Multi-method approaches included quantitative surveys youth completed before and immediately following retreats. Quantitative analysis from retreats (2018-2021) included 240 participants aged 12-19 (mean age 14.5) who reported ever having an intimate partner. Most were from the FOXY program (64.2%), Indigenous (69.6%) and heterosexual (66.4%). Qualitative methods included Focus Group Discussions (FGD) (n = 69) conducted with peer leaders and apprentices (n = 311) and youth and adult staff (n = 14 FGDs, n = 165 participants). We thematically analysed FGDs to explore healthy relationship knowledge and skills, alongside paired t-tests to examine pre/post retreat changes in attitudes towards IPV. Qualitative findings suggest that leadership and embodied learning were effective in equipping youth with violence prevention and healthy relationship skills. While young women were committed to sharing knowledge and skills about healthy relationships in their communities, young men resonated with values of respect and appreciated support to identify and express emotions. Participants across programmes demonstrated their belief that healthy intimate relationships have communal, relational and intergenerational benefits. Quantitatively, we found a statistically significant reduction in attitudes accepting of IPV among young women, but no changes were noted among young men. Findings contribute to emergent evidence on strengths-based, culturally-responsive IPV prevention programming. Components of effective IPV prevention programming with young men merit further exploration.


Subject(s)
Intimate Partner Violence , Sexual Behavior , Male , Adult , Adolescent , Humans , Female , Northwest Territories , Sexual Partners , Canada , Intimate Partner Violence/prevention & control , Power, Psychological
13.
High Blood Press Cardiovasc Prev ; 31(2): 189-204, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38564167

ABSTRACT

INTRODUCTION: Cardiac rehabilitation (CR) play a critical role in reducing the risk of future cardiovascular events and enhancing the quality of life for individuals who have survived a heart attack. AIM: To assess the mortality rates and stability of the effects in myocardial infarction (MI) survivors after implementing a Family-Centered Empowerment Model (FCEM)-focused hybrid cardiac rehabilitation program. METHODS: This double-blind randomized controlled clinical trial, conducted at Shariati Hospital, an academic teaching hospital in Tehran, Iran (2012-2023), involved 70 MI patients and their families. Participants were randomly assigned to an FCEM intervention group or standard CR control group. The intervention commenced after the MI patient's safe discharge from the CCU and continued for the entire 10-year follow-up period. Various questionnaires were utilized to collect data on mortality rates and health-related quality of life (HRQoL). RESULTS: The 10-year follow-up period revealed lower mortality rates in the intervention group (5.7%, 11.4%, and 17.1% at 5, 7, and 10 years, respectively) compared to the control group (20%, 37.1%, and 48.9%). After adjusting for age, gender, and BMI, the control group had a four times higher mortality risk (HR: 4.346, 95% CI 1.671-7.307, P = 0.003). The FCEM-focused program demonstrated a significant and sustained positive impact on participants' quality of life for 48 months, with greater improvement compared to the control group. CONCLUSION: This study highlights the effectiveness of FCEM-based hybrid CR programs in enhancing long-term patient outcomes and reducing mortality rates among MI survivors. Further research is needed to explore the potential benefits in larger samples and diverse populations. TRIAL REGISTRATION: This study (Identifier: NCT02402582) was registered in the ClinicalTrials.gov on 03/30/2015.


Subject(s)
Cardiac Rehabilitation , Myocardial Infarction , Quality of Life , Humans , Male , Female , Myocardial Infarction/mortality , Myocardial Infarction/rehabilitation , Myocardial Infarction/psychology , Myocardial Infarction/diagnosis , Middle Aged , Iran , Cardiac Rehabilitation/methods , Time Factors , Treatment Outcome , Aged , Double-Blind Method , Power, Psychological , Follow-Up Studies , Health Knowledge, Attitudes, Practice , Risk Factors , Patient Participation
14.
Front Public Health ; 12: 1348242, 2024.
Article in English | MEDLINE | ID: mdl-38476491

ABSTRACT

More young people are living in the world than ever before, 90% of whom reside in low and middle income countries (LMICs). To address their needs, it is critical to have sustainable youth engagement when determining policy and to advance effective implementation of youth-focused interventions. Youth Community Advisory Boards (CABs) are a sustainable mechanism to achieve this goal. This paper describes engagement with youth CAB members across four locations in Tanzania. To set youth CAB meeting agendas and priorities, we asked youth CAB members to write (using free text) the top five challenges faced by young people in their communities (highest to lower priority). The Google Forms survey link was presented at the May 2023 youth CAB meeting and disseminated through WhatsApp. The survey was completed by smartphone, tablet, or paper provided to the youth liaison for data entry. Results were translated from Swahili to English and coded using excel. Findings were then presented back to the youth CABs at the September 2023 meeting. At that meeting, youth CAB members were then asked to write (free text) potential solutions to the most commonly described challenges. The surveys had response rates of 90% (84/93) for challenges and 78% (71/93) for solutions. The number one reported challenge was unemployment and financial instability (45%). Gender based violence (13%), sexual reproductive health issues (8%), and alcohol and drug use (8%) were in the top four both by priority and frequency of report. Other important challenges included physical and mental health, malnutrition, relationships, education, and societal and environmental norms, among others. Solutions included job creation, improved education, expanded legal systems, youth-friendly health care services, and increased social support through peer networks and community support. The National Accelerated Action and Investment Agenda for Adolescent Health and Wellbeing (NAIA-AHW) 2021/22-2024/25 includes most, but not all, of these top challenges and solutions. Ensuring young people have a seat at the policy table is critical to effective youth-empowerment in health and other related programs. Including a youth CAB member to represent this collective in youth-related government activities is a sustainable model to achieve this goal.


Subject(s)
Mental Health , Power, Psychological , Humans , Adolescent , Tanzania
15.
Nurse Educ Pract ; 76: 103936, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38503111

ABSTRACT

AIM: This study aimed to investigate the effect of scenario-based simulation training on infection control, specifically in terms of knowledge, self-efficacy and adherence to standard precautions. BACKGROUND: Hospital-associated infections can pose a threat to patient safety and are a critical public health issue that requires attention. DESIGN: This quasi-experimental study employed a pre-test/post-test design using a nonequivalent control group. METHODS: Infection control nurses were randomly assigned to two groups using lottery methods. The experimental group received scenario-based simulation training, whereas both the experimental and control groups received conventional education. Data were collected from 27 August to 1 December 1 2022. The chi-square test and t-test were used for data analysis. RESULTS: The mean scores for knowledge of infection prevention and control (t = 3.679, p < 0.001) and self-efficacy (t = 2.444, p = 0.018) were significantly higher in the experimental group than in the control group. Furthermore, the mean score for adherence to standard precautions was significantly higher in the experimental group than in the control group (t = 2.030, p = 0.048). CONCLUSION: Our results suggest that scenario-based simulation training for infection control might be effective in improving knowledge, self-efficacy and adherence to standard precautions. Scenario-based simulation training for infection control may be an effective educational intervention to enhance knowledge, self-efficacy and adherence to standard precautions, thus empowering nurses in infection prevention and control.


Subject(s)
Infection Control , Simulation Training , Humans , Self Efficacy , Patient Safety , Power, Psychological
16.
J Nurs Adm ; 54(4): 196-197, 2024 Apr 01.
Article in English | MEDLINE | ID: mdl-38512081

ABSTRACT

ABSTRACT: Recognizing the positive impact of clinical data outcomes and patient care experiences, coupled with the growing preference for advanced practice RNs among patients, it is imperative that nurse leaders propel legislative reforms and infrastructure support from health systems. This strategic approach is crucial for maximizing the potential of nurses in improving patient care experience and outcomes, as well as increasing accessibility to healthcare in every community.


Subject(s)
Delivery of Health Care , Power, Psychological , Humans
17.
BMC Infect Dis ; 24(1): 338, 2024 Mar 21.
Article in English | MEDLINE | ID: mdl-38515014

ABSTRACT

BACKGROUND: A dearth of studies showed that infectious diseases cause the majority of deaths among under-five children. Worldwide, Acute Respiratory Infection (ARI) continues to be the second most frequent cause of illness and mortality among children under the age of five. The paramount disease burden in developing nations, including Ethiopia, is still ARI. OBJECTIVE: This study aims to determine the magnitude and predictors of ARI among under-five children in Ethiopia using used state of the art machine learning algorithms. METHODS: Data for this study were derived from the 2016 Ethiopian Demographic and Health Survey. To predict the determinants of acute respiratory infections, we performed several experiments on ten machine learning algorithms (random forests, decision trees, support vector machines, Naïve Bayes, and K-nearest neighbors, Lasso regression, GBoost, XGboost), including one classic logistic regression model and an ensemble of the best performing models. The prediction ability of each machine-learning model was assessed using receiver operating characteristic curves, precision-recall curves, and classification metrics. RESULTS: The total ARI prevalence rate among 9501 under-five children in Ethiopia was 7.2%, according to the findings of the study. The overall performance of the ensemble model of SVM, GBoost, and XGBoost showed an improved performance in classifying ARI cases with an accuracy of 86%, a sensitivity of 84.6%, and an AUC-ROC of 0.87. The highest performing predictive model (the ensemble model) showed that the child's age, history of diarrhea, wealth index, type of toilet, mother's educational level, number of living children, mother's occupation, and type of fuel they used were an important predicting factor for acute respiratory infection among under-five children. CONCLUSION: The intricate web of factors contributing to ARI among under-five children was identified using an advanced machine learning algorithm. The child's age, history of diarrhea, wealth index, and type of toilet were among the top factors identified using the ensemble model that registered a performance of 86% accuracy. This study stands as a testament to the potential of advanced data-driven methodologies in unraveling the complexities of ARI in low-income settings.


Subject(s)
Child Health , Respiratory Tract Infections , Child , Humans , Bayes Theorem , Respiratory Tract Infections/diagnosis , Respiratory Tract Infections/epidemiology , Machine Learning , Diarrhea/epidemiology , Demography , Power, Psychological
18.
Ann Plast Surg ; 92(4): 351-352, 2024 Apr 01.
Article in English | MEDLINE | ID: mdl-38470718

ABSTRACT

ABSTRACT: This Editorial discusses the recent overturning of a proposed Centers for Medicare & Medicaid Services policy that reduced reimbursement for deep inferior epigastric perforator flap breast reconstruction. The authors highlight the importance of advocacy efforts in sustaining access to complex microsurgical procedures, even those under investigation such as breast reinnervation and lymphatic reconstruction.


Subject(s)
Mammaplasty , Perforator Flap , Aged , Humans , United States , Perforator Flap/surgery , Medicaid , Epigastric Arteries/surgery , Medicare , Mammaplasty/methods , Power, Psychological
19.
Nutrients ; 16(6)2024 Mar 12.
Article in English | MEDLINE | ID: mdl-38542717

ABSTRACT

Uterine fibroids (UFs) are the most common prevalent benign tumor among women of reproductive age, disproportionately affecting women of color. This paper introduces an innovative management strategy for UFs, emphasizing the curbing of disease prevention and progression. Traditionally, medical intervention is deferred until advanced stages, necessitating invasive surgeries such as hysterectomy or myomectomy, leading to high recurrence rates and increased healthcare costs. The strategy, outlined in this review, emphasizes UF disease management and is named LIFE UP awareness-standing for Lifestyle Interventions, Food Modifications, and Environmental Practices for UF Prevention. These cost-effective, safe, and accessible measures hold the potential to prevent UFs, improve overall reproductive health, reduce the need for invasive procedures, and generate substantial cost savings for both individuals and healthcare systems. This review underscores the importance of a proactive UF management method, paving the way for future research and policy initiatives in this domain.


Subject(s)
Leiomyoma , Uterine Myomectomy , Uterine Neoplasms , Female , Humans , Uterine Neoplasms/prevention & control , Uterine Neoplasms/pathology , Leiomyoma/prevention & control , Leiomyoma/pathology , Life Style , Power, Psychological
20.
Sci Rep ; 14(1): 7110, 2024 03 26.
Article in English | MEDLINE | ID: mdl-38531914

ABSTRACT

The agricultural and rural development policy seeks to facilitate the transition towards environmentally sustainable and climate-neutral agricultural practices, with a focus on human capital, knowledge, and innovation. Gender equality can play a significant role in promoting environmentally sustainable practices in the agricultural sector, particularly through the adoption and implementation of agri-environment-climate schemes (AECS) in the context of farm, agricultural, and rural development. We examine the presence of gender bias in the adoption intensity of AECS by utilising farm-level data from Slovenia. We find that women on Slovenian farms engage in the adoption of AECS and receive subsidies, despite the presence of a gender gap in various agricultural factor endowment variables that typically favour men. The results of this study provide evidence in favour of promoting greater involvement and empowerment of women in the fields of green technology applications and green entrepreneurship, particularly with AECS practices.


Subject(s)
Agriculture , Sexism , Female , Humans , Male , Farms , Technology , Power, Psychological
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