Senses and meanings of primary health care academic visions in nursing / Sentidos y significados de las visiones académicas de la atención/cuidado primaria de salud en enfermería / Sentidos e significados das visões acadêmicas da atenção básica/cuidado em enfermagem

Introduction: Primary Health Care (PHC) has acquired different meanings for different people, at specific times and places, which poses important challenges for its understanding. Objective: To analyze the meaning(s) and sense(s) of Primary/Basic Health Care in the academic views on Nursing/Health in the context of undergraduate Nursing courses offered at two public Higher Education Institutions. Materials and methods: Qualitative study with an exploratory approach. Semi-structured interviews and documentary analysis were used as data collection techniques. Results: The senses/meanings of Primary Health Care converge with the population's gateway to the health system at the first care level and with the first contact of a person with the health service. However, it is still considered as a less important service within the care network. Conclusion: Primary Health Care means a relevant possibility for Nursing/Health care through health promotion and disease prevention actions, with a commitment to respond to most of the population's health needs.

Introducción: La Atención Primaria de Salud ha adquirido diferentes significados para diversas personas, en momentos y lugares específicos, lo cual plantea importantes retos para su entendimiento. Objetivo: Analizar los significados y sentidos de la Atención Primaria de Salud desde una visión académica en Enfermería y en el contexto de cursos de pregrado en Enfermería ofrecidos en dos Instituciones Públicas de Educación Superior. Materiales y métodos: Estudio cualitativo con un enfoque exploratorio, para la recolección de datos se emplearon entrevistas semiestructuradas y análisis documental de contenidos. Resultados: Los sentidos/significados de la Atención Primaria de la Salud convergen con el ingreso de la población al sistema de salud en el primer nivel de atención y la primera experiencia de la persona con el servicio de salud. Sin embargo, dicha Atención Primaria todavía se considera un servicio de baja importancia dentro de la red asistencial. Conclusión: La Atención Primaria de Salud representa una posibilidad relevante para el cuidado de Enfermería a través de acciones de promoción de la salud y prevención de enfermedades, que debe fortalecerse para responder la mayoría de las necesidades de salud de la población.

Introdução: A Atenção Primária à Saúde tem adquirido diferentes significados para diferentes pessoas, em momentos e locais específicos, o que coloca desafios importantes para a sua compreensão. Objetivo: Analisar os sentidos e significados da Atenção Primária à Saúde na perspectiva acadêmica em Enfermagem e no contexto dos cursos de graduação em Enfermagem oferecidos em duas Instituições de Ensino Superior Públicas. Materiais e métodos: Estudo qualitativo com abordagem exploratória, utilizou-se entrevistas semiestruturadas para coleta de dados e análise de conteúdo documental. Resultados: Os sentidos/significados da Atenção Primária à Saúde convergem com a entrada da população no sistema de saúde no primeiro nível de atenção e a primeira experiência da pessoa com o serviço de saúde. Contudo, a referida Atenção Básica ainda é considerada um serviço de baixa importância dentro da rede de saúde. Conclusão: A Atenção Primária à Saúde representa uma possibilidade relevante para o cuidado de Enfermagem por meio de ações de promoção da saúde e prevenção de doenças, que devem ser fortalecidas para responder à maioria das necessidades de saúde da população.

How does planetary health redefine our steps? An integrative review on climate change and global physical activity

Introduction: Climate change is altering individual behaviors, particularly in terms of physical activity, with significant implications for body and mental health. Objective: This review aims to provide insights for researchers, public health professionals, and policymakers to promote physical activity effectively in the face of climate change challenges. Methods: We conducted an integrative review of studies involving adults published in English, Portuguese, or Spanish, using databases such as PubMed, Scielo, Lilacs, Web of Science, and Embase. Results: Eighty-three papers were included, revealing that heat waves reduce outdoor physical activity, while indoor activities are gaining popularity due to poor air quality. Sea level rise affects coastal areas and water-based sports, limiting access to these activities. Public policies are needed to promote physical activity for various groups, considering their specific needs and limitations. Despite these challenges, physical activity can increase resilience and be a catalyst for lifestyle changes, especially in areas most affected by climate change. Conclusion: A multidisciplinary approach is crucial for developing solutions to mitigate the negative impacts of climate change on physical activity. This review highlights the urgent need for adaptation strategies in promoting physical activity in the face of a changing environment and its implications for public health.

Analysis of Faculty Gender and Race in Scholarly Achievements in Academic Neurology.

Background: Intersection of gender and race and/or ethnicity in academic medicine is understudied; we aim to understand these factors in relation to scholarly achievements for neurology faculty. Methods: Faculty from 19 US neurology departments completed a survey (2021-2022) to report rank, leadership positions, publications, funded projects, awards, and speaker invitations. Regression analyses examined effects of gender, race, and their intersectionality on these achievements. Women, Black/Indigenous/People of Color (BIPOC), and BIPOC women were comparator groups. Results: Four hundred sixty-two faculty responded: 55% women, 43% men; 31% BIPOC, 63% White; 21% BIPOC women, 12% BIPOC men, 36% White women, 31% White men. Men and White faculty are more likely to be full professors than women and BIPOC faculty. The number of leadership positions, funded projects, awards, and speaker invitations are significantly greater in White compared to BIPOC faculty. Relative to BIPOC women, the number of leadership positions is significantly higher among BIPOC men, White women, and White men. Publication numbers for BIPOC men are lower, number of funded projects and speaker invitations for White women are higher, and number of awards among White men and White women is higher compared to BIPOC women. Discussion: Our study highlights that inequities in academic rank, award number, funded projects, speakership invitations, and leadership roles disproportionately impacted BIPOC women. More studies are needed to evaluate gender and race and/or ethnicity intersectionality effects on faculty achievements, reasons for inequities, recognition, and potential solutions.

Put Yourself out There! A Strategy for Effective Self-Promotion in Academic Medicine.

Introduction: Trainees and faculty in academic medicine often struggle with self-promotion. Barriers may be more formidable for women and other groups underrepresented in medicine. Experience-based stories illustrating personal strengths are preferable when engaging in self-promotion activities. Methods: We developed a 90- to 120-minute workshop utilizing approaches such as iterative journaling and peer discussion to teach the development of problem-action-result (PAR) stories for self-promotion efforts in interviews and written applications to new positions. Participants provided Likert-scale (1 = strongly disagree, 5 = strongly agree) and free-response evaluations, which we analyzed for workshop strengths and areas for improvement. Results: We presented the workshop in person to 28 pediatric residents and subsequently to 22 residents, fellows, and faculty at an in-person national meeting. Sixty-one percent of the resident group and 100% of the national workshop group completed the evaluation. Both groups reported high satisfaction with the workshop's format (M = 4.7) and content (M = 4.7) and indicated intention to use the skills learned (M = 4.7). Strengths included the PAR format, interactivity, journaling, opportunity for reflection, and tips for interviewing and writing. Areas to improve included offering the workshop earlier in the academic year and providing more written examples of PAR stories. Discussion: This workshop used strategies of personal reflection, journaling, and peer feedback to help participants understand behavior-based recruiting practices and the PAR framework as a strategy for successful self-promotion. Learners can use these strategies to develop greater confidence and efficacy and to address barriers to effective self-promotion they encounter.

Exploring associations of population characteristics and tobacco and vape retailer density and proximity in Australia: a scoping review.

OBJECTIVE: This scoping review synthesises Australian evidence on associations between tobacco and vape retailer density/proximity and various population measures and smoking behaviour to identify research gaps and inform future policy and strategies. DATA SOURCES: Following Joanna Briggs Institute methodology, relevant studies published in English since 2003 were identified via searches of eight databases in March and August 2023. STUDY SELECTION: Two reviewers independently completed screening procedures. Eligible studies were from Australia and described associations between tobacco or vape retailer density/proximity and adult or youth smoking/vaping prevalence or behaviours, neighbourhood socioeconomic status, geographic location, school locations and/or Indigenous status. DATA EXTRACTION: Results are reported according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews checklist. DATA SYNTHESIS: Of 794 publications screened, 12 studies from 6 Australian states were included. Six studies from five states reported statistically significant associations between neighbourhood-level socioeconomic disadvantage and tobacco retailer density, yet only two studies from two states found a significant relationship between retailer density and adult smoking prevalence. Increasing retailer density was consistently significantly associated with increasing geographical remoteness in three states. No studies explored associations with tobacco retailer proximity or vape retailer density/proximity. CONCLUSIONS: Despite a moderate number of studies overall, state-level evidence is limited, and unknown for Australian territories. Evidence from five Australian states reflects the international evidence that increasing retailer density is significantly associated with increasing socioeconomic disadvantage and remoteness, supporting the need for tobacco supply-based policies. Further research is required to understand the impact of retailer density and adult and youth smoking prevalence in Australia.

Oral health education strategies for patients living with cardiovascular disease within hospital settings: a scoping review.

Objective: To identify and describe the impact of current oral health education programmes provided to patients in cardiology hospital wards and outpatient clinics. Methods: This review was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analysis for Scoping Reviews statement. Searches were conducted using electronic databases: Cochrane, Medline, and Scopus, as well as grey literature searching. Results: Three eligible studies were identified. All included studies reported generalised poor oral health in their participants at baseline, with significant improvement at follow-up. They all reported significant reductions in plaque deposits and gingival bleeding. One study reported significantly less bacteria on participant tongues, as well as fewer days with post-operative atrial fibrillation in the intervention group. Furthermore, in this study, one patient in the intervention group developed pneumonia, whilst four patients in the control group did. Conclusion: Oral health education for patients with cardiovascular disease is limited and many have poor oral health. Educational programmes to improve oral health behaviours in patients with cardiovascular disease can improve both oral and general health outcomes. Implications for public health: Oral disease is a modifiable risk factor for cardiovascular disease. Integrating oral health education into cardiology hospital settings is a simple strategy to improve access to oral health information and improve both oral and cardiovascular outcomes.

Cultural adaptation of a self-review tool for health promoting universities in Bulgaria.

Introduction: The Health Promoting University initiative is unknown in Bulgaria, and the health promotion potential of Bulgarian universities has not been studied. In order to examine it, a suitable instrument is needed. The UK Healthy Universities Network provides an accessible Self-Review-Tool (SRT). Aim: To present the process of cultural adaptation of the SRT in Bulgarian language. Methods: The standardized WHO methodology for cultural adaptation of instruments was followed in four stages: (1) Two language translations of the instrument into Bulgarian were made; (2) An expert Delphi discussion reached a consensus on specific health promoting (HP) terms, followed by a backward translation; (3) Pilot testing of the tool among university community representatives was conducted through a survey among a small sample, with independent responses to the SRT questionnaire followed by cognitive interviews; (4) Final revision of the instrument. Results: Ten public health experts reached a consensus on the name of the initiative and various HP terms. Ten other respondents pre-tested the tool. Difficulties in responding the SRT concerned the meaning of some HP terms, complex words, the system of answers, limited applicability of some statements. Changes were made to 61 of the total 68 elements in the SRT. Conclusion: All stages of the cultural adaptation were important for the final result. The adapted Bulgarian version of the SRT would be useful to Bulgarian universities that want to make a clear commitment to improving the health of their university community and the wider society.

Mutant Nrf2E79Q enhances the promotion and progression of a subset of oncogenic Ras keratinocytes and skin tumors.

Squamous cell carcinomas (SCCs), including lung, head & neck, bladder, and skin SCCs often display constitutive activation of the KEAP1-NRF2 pathway. Constitutive activation is achieved through multiple mechanisms, including activating mutations in NFE2L2 (NRF2). To determine the functional consequences of Nrf2 activation on skin SCC development, we assessed the effects of mutant Nrf2E79Q expression, one of the most common activating mutations in human SCCs, on tumor promotion and progression in the mouse skin multistage carcinogenesis model using a DMBA-initiation/TPA-promotion protocol where the Hras A->T mutation (Q61L) is the canonical driver mutation. Nrf2E79Q expression was temporally and conditionally activated in the epidermis at two stages of tumor development: 1) after DMBA initiation in the epidermis but before cutaneous tumor development and 2) in pre-existing DMBA-initiated/TPA-promoted squamous papillomas. Expression of Nrf2E79Q in the epidermis after DMBA initiation but before tumor occurrence inhibited the development/promotion of 70% of squamous papillomas. However, the remaining papillomas often displayed non-canonical Hras and Kras mutations and enhanced progression to SCCs compared to control mice expressing wildtype Nrf2. Nrf2E79Q expression in pre-existing tumors caused rapid regression of 60% of papillomas. The remaining papillomas displayed the expected canonical Hras A->T mutation (Q61L) and enhanced progression to SCCs. These results demonstrate that mutant Nrf2E79Q enhances the promotion and progression of a subset of skin tumors and alters the frequency and diversity of oncogenic Ras mutations when expressed early after initiation.

Boosting Catalytic and Anti-fluorination Performance of the Ru/Vanadia-Titania Catalyst for the Oxidative Destruction of Freon by Sulfuric Acid Modification.

Chlorofluorocarbons (CFCs) exert a strong greenhouse effect and constitute the largest contributor to ozone depletion. Catalytic removal is considered an effective pathway for eliminating low-concentration CFCs under mild conditions. The key issue is the easy deactivation of the catalysts due to their surface fluorination. We herein report a comparative investigation on catalytic dichlorodifluoromethane (CFC-12) removal in the absence or presence of water over the sulfuric-acid-modified three-dimensionally ordered macroporous vanadia-titania-supported Ru (S-Ru/3DOM VTO) catalysts. The S-Ru/3DOM VTO catalyst exhibited high activity (T90% = 278 °C at space velocity = 40 000 mL g-1 h-1) and good stability within 60 h of on-stream reaction in the presence of 1800 ppm of water due to the improvements in acid site amount and redox ability that promoted the adsorption of CFC-12 and the activation of C-F bonds. Compared with the case under dry conditions, catalytic performance for CFC-12 removal was better over the S-Ru/3DOM VTO catalyst in the presence of water. Water introduction mitigated surface fluorination by the replenishment of hydroxyl groups, inhibited the formation of halogenated byproducts via the surface fluorine species cleaning effect, and promoted the reaction pathway of COX2 (X = Cl/F) → carboxylic acid → CO2.

Staphylococcus arlettae mediated defense mechanisms and metabolite modulation against arsenic stress in Helianthus annuus.

Introduction: Arsenate, a metalloid, acting as an analog to phosphate, has a tendency to accumulate more readily in plant species, leading to adverse effects. Methods: In the current study, sunflower seedlings were exposed to 25, 50 and 100 ppm of the arsenic. Results: Likewise, a notable reduction (p<0.05) was observed in the relative growth rate (RGR) by 4-folds and net assimilation rate (NAR) by 75% of Helianthus annuus when subjected to arsenic (As) stress. Nevertheless, the presence of Staphylococcus arlettae, a plant growth-promoting rhizobacterium with As tolerance, yielded an escalation in the growth of H. annuus within As-contaminated media. S. arlettae facilitated the conversion of As into a form accessible to plants, thereby, increasing its uptake and subsequent accumulation in plant tissues. S. arlettae encouraged the enzymatic antioxidant systems (Superoxide dismutase (SOD), peroxidase (POD), ascorbate peroxidase (APX) and catalase (CAT)) and non-enzymatic antioxidants (flavonoids, phenolics, and glutathione) in H. annuus seedlings following substantial As accumulation. The strain also induced the host plant to produce osmolytes like proline and sugars, mitigating water loss and maintaining cellular osmotic balance under As-induced stress. S. arlettae rectified imbalances in lignin content, reduced high malonaldehyde (MDA) levels, and minimized electrolyte leakage, thus counteracting the toxic impacts of the metal. Conclusion: The strain exhibited the capability to concurrently encourage plant growth and remediate Ascontaminated growth media through 2-folds rate of biotransformation and bio-mobilization.

Occupational health and safety portrait of lobster fishers from a St. Lawrence Gulf community.

Lobstering industry workers are known to have poor overall health and low safety records, but there is still a gap in information concerning Canadian lobster fishers. This study aimed to report occupational health and safety characteristics of an Atlantic Canada community of lobster fishers and to assess differences between captains and deckhands. Twenty-eight participants (10 captains, 18 deckhands) were questioned and self-reported on lifestyle, general health status, work-related musculoskeletal disorders and traumatic injuries. The data collected reveal both groups' high prevalence of cardiometabolic and musculoskeletal health issues. Captains reported more occupational exposition and health issues, and showed poorer lifestyle habits than deckhands. Fishers reported potential solutions to reduce occupational risks, presented as three types: lifestyle, working behaviours and leadership. This study evaluated a community of Canadian lobster fishers regarding their occupational health and safety. Potential avenues for mitigating occupational risk specific to this community will nurture future implementation.

Promoting musculoskeletal health and preventing ill health.

Musculoskeletal conditions are highly prevalent among older adults and can have a significant impact on their quality of life. Musculoskeletal health is an important component of maintaining well-being and independence. A proactive approach is required, with nurses implementing strategies such as healthy diets and physical exercise that will support optimal health. This article considers the importance of musculoskeletal health, examines the risk factors for a decline in musculoskeletal health, and explores approaches that can improve outcomes and promote healthy ageing.

The Impact of the COVID-19 Pandemic on Older Adults Who Participate in Group Physical Exercise Program.

The COVID pandemic exposed the vulnerability of older adults in myriad ways and social service organizations faced unprecedented challenges in safely providing support for older adults. Since 2007, Hawai'i Healthy Aging Partnership (HHAP) has offered Enhance®Fitness, an evidence-based program to reduce the risk of falls and promote health among older adults. Due to the pandemic, all the Enhance®Fitness sites had to close and stop offering the program. The HHAP started to provide alternative activities remotely in May 2020. To explore the pandemic's impact, the feasibility of online exercise programs, and the support needed among older adults to stay physically active, HHAP surveyed existing Enhance®Fitness participants and received 291 responses (59% response rate). The study used frequency distributions, comparison of means, and chi-square to analyze the survey data. Findings showed that the shutdown of the group exercise program during the pandemic led to a health status decline, a reduction in physical activities, and a shift from group to individual physical activities among older adult participants. Most respondents tried the remote exercise opportunities during the pandemic and would consider joining the remote programs in the future. However, about one-fourth of the respondents did not participate in remote exercise activities due to the lack of electronic devices, internet access, or interest in remote activity formats. To ensure equitable access to physical exercise programs for older adults in the post-pandemic era, it is critical to address the access challenges and resources needed for providing multiple programming options.

Advice after urgent suspected cancer referral when cancer is not found in England: Survey of patients' preferences and perceived acceptability.

Objective: No standardised approach exists to provide advice after urgent suspected cancer (USC) referral when cancer is not found. This study aimed to assess preferences and acceptability of receiving advice after USC referral related to: 1) managing ongoing symptoms, 2) responding to early symptoms of other cancers, 3) cancer screening, 4) reducing risks of future cancer. Methods: 2,541 patients from two English NHS Trusts were mailed a survey 1-3 months after having no cancer found following urgent suspected gastrointestinal or head and neck cancer referral. Participants were asked about: willingness to receive advice; prospective acceptability; preferences related to mode, timing and who should provide advice; and previous advice receipt. Results: 406 patients responded (16.0%) with 397 in the final analyses. Few participants had previously received advice, yet most were willing to. Willingness varied by type of advice: fewer were willing to receive advice about early symptoms of other cancers (88.9%) than advice related to ongoing symptoms (94.3%). Acceptability was relatively high for all advice types. Reducing the risk of future cancer advice was more acceptable. Acceptability was lower in those from ethnic minority groups, and with lower levels of education. Most participants preferred to receive advice from a doctor; with results or soon after; either face to face or via the telephone. Conclusions: There is a potential unmet need for advice after USC referral when no cancer is found. Equitable intervention design should focus on increasing acceptability for people from ethnic minority groups and those with lower levels of education.

The effect of an annual temporary abstinence campaign on population-level alcohol consumption in Thailand: a time-series analysis of 23 years.

RATIONALE: A small number of earlier studies have suggested an effect of temporary abstinence campaigns on alcohol consumption. However, all were based on self-reported consumption estimates. OBJECTIVES: Using a time series of 23-year monthly alcohol sales data, this study examined the effect of an annual temporary abstinence campaign, which has been organised annually since 2003 during the Buddhist Lent period (spanning 3 months), on population-level alcohol consumption. METHODS: Data used in the analysis included a time series of monthly alcohol sales data from January 1995 to September 2017 and the midyear population counts for those years. Generalised additive models (GAM) were applied to estimate trends as smooth functions of time, while identifying a relationship between the Buddhist Lent abstinence campaigns on alcohol consumption. The sensitivity analysis was performed using a seasonal autoregressive integrated moving average with exogenous variables (SARIMAX) model. INTERVENTION: The Buddhist Lent abstinence campaign is a national mass media campaign combined with community-based activities that encourages alcohol abstinence during the Buddhist Lent period, spanning 3 months and varying between July and October depending on the lunar calendar. The campaign has been organised annually since 2003. MAIN OUTCOME: Per capita alcohol consumption using monthly alcohol sales data divided by the midyear total population number used as a proxy. RESULTS: Median monthly per capita consumption was 0.43 (IQR: 0.37 to 0.51) litres of pure alcohol. Over the study period, two peaks of alcohol consumption were in March and December of each year. The significant difference between before-campaign and after-campaign coefficients in the GAM, -0.102 (95% CI: -0.163 to -0.042), indicated an effect of the campaign on alcohol consumption after adjusting for the time trend and monthly seasonality, corresponding to an average reduction of 9.97% (95% CI: 3.65% to 24.18%). The sensitivity analyses produced similar results, where the campaign was associated with a decrease in consumption of 8.1% (95% CI: 0.4% to 15.7%). CONCLUSIONS: This study demonstrated that the temporary abstinence campaign was associated with a decrease in population-level alcohol consumption during campaign periods. The finding contributed to a growing body of evidence on the effectiveness of emerging temporary abstinence campaigns.

Community-engaged Systems for Population Health Improvement: A Novel Approach to Improve Diabetes Outcomes in Rural Communities.

BACKGROUND: Approaches to prevent and manage diabetes at a community population level are hindered because current strategies are not aligned with the structure and function of a community system. We describe a community-driven process based on local data and rapid prototyping as an alternative approach to create diabetes prevention and care management solutions appropriate for each community. We report on the process and provide baseline data for a 3-year case study initiative to improve diabetes outcomes in two rural Nebraska communities. METHODS: We developed an iterative design process based on the assumption that decentralized decision-making using local data feedback and monitoring will lead to the innovation of local sustainable solutions. Coalitions act as community innovation hubs and meet monthly to work through a facilitated design process. Six core diabetes measures will be tracked over the course of the project using the electronic health record from community clinics as a proxy for the entire community. RESULTS: Baseline data indicate two-thirds of the population in both communities are at risk for prediabetes based on age and body mass index. However, only a fraction (35% and 12%) of those at risk have been screened. This information led both coalitions to focus on improving screening rates in their communities. DISCUSSION: In order to move a complex system towards an optimal state (e.g., improved diabetes outcomes), stakeholders must have access to continuous feedback of accurate, pertinent information in order to make informed decisions. Conventional approaches of implementing evidence-based interventions do not facilitate this process.

Health promotion expectations and perceptions of sport club participants.

To develop health promotion (HP) in sports clubs (SCs), stakeholders need to know the HP expectations of sports participants. However, the literature does not provide information on these aspects, which exacerbates the difficulty for SCs to provide an environment, activities and organization that promote health and to play the role entrusted to them in the integration of vulnerable populations. To fill this gap, this study explores the HP expectations and perceptions of sports participants, with a particular focus on ethnocultural characteristics, and documents participants' understanding of HP. A descriptive qualitative study comprising semi-structured interviews was carried out with 22 French and Quebec sports participants. Because they have little experience with HP in their SC, participants do not seem to have many expectations of their SC in terms of HP. Nevertheless, they felt that SCs can play an important role in health and suggested several themes and types of action, such as seminars on nutrition, activities outside the SC to develop cohesion or health monitoring. Sports participants from ethnocultural minorities seem to appreciate the programs designed to integrate them. There is a predominantly physical conception of health and the contribution of SCs to health, and the relationship between the types of health determinants (economic, environmental, organizational and social) and health is not clear. This study shows that the idea of a health-promoting SC appeals to SC participants, but this approach has not yet taken root in this setting or in society as a whole.

Predicting dyslipidemia incidence: unleashing machine learning algorithms on Lifestyle Promotion Project data.

BACKGROUND: Dyslipidemia, characterized by variations in plasma lipid profiles, poses a global health threat linked to millions of deaths annually. OBJECTIVES: This study focuses on predicting dyslipidemia incidence using machine learning methods, addressing the crucial need for early identification and intervention. METHODS: The dataset, derived from the Lifestyle Promotion Project (LPP) in East Azerbaijan Province, Iran, undergoes a comprehensive preprocessing, merging, and null handling process. Target selection involves five distinct dyslipidemia-related variables. Normalization techniques and three feature selection algorithms are applied to enhance predictive modeling. RESULT: The study results underscore the potential of different machine learning algorithms, specifically multi-layer perceptron neural network (MLP), in reaching higher performance metrics such as accuracy, F1 score, sensitivity and specificity, among other machine learning methods. Among other algorithms, Random Forest also showed remarkable accuracies and outperformed K-Nearest Neighbors (KNN) in metrics like precision, recall, and F1 score. The study's emphasis on feature selection detected meaningful patterns among five target variables related to dyslipidemia, indicating fundamental shared unities among dyslipidemia-related factors. Features such as waist circumference, serum vitamin D, blood pressure, sex, age, diabetes, and physical activity related to dyslipidemia. CONCLUSION: These results cooperatively highlight the complex nature of dyslipidemia and its connections with numerous factors, strengthening the importance of applying machine learning methods to understand and predict its incidence precisely.