Factors influencing the use of big data within healthcare services: a systematic review.

Background: The emergence of big data holds the promise of aiding healthcare providers by identifying patterns and converting vast quantities of data into actionable insights facilitating the provision of precision medicine and decision-making. Objective: This study aimed to investigate the factors influencing use of big data within healthcare services to facilitate their use. Method: A systematic review was conducted in February 2024, adhering to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. Database searches for articles published between 01 January 2020 and 18 February 2024 and included PubMed, Scopus, ProQuest and Cochrane Library. The Authority, Accuracy, Coverage, Objectivity, Date, Significance ( AACODS) checklist was used to evaluate the quality of the included articles. Subsequently, a thematic analysis was conducted on the findings of the review, using the Boyatzis approach. Results: A final selection of 46 studies were included in this systematic review. A significant proportion of these studies demonstrated acceptable quality, and the level of bias was deemed satisfactory. Thematic analysis identified seven major themes that influenced the use of big data in healthcare services. These themes were grouped into four primary categories: performance expectancy, effort expectancy, social influence, and facilitating conditions. Factors associated with "effort expectancy" were the most highly cited in the included studies (67%), while those related to "social influence" received the fewest citations (15%). Conclusion: This study underscored the critical role of "effort expectancy" factors, particularly those under the theme of "data complexity and management," in the process of using big data in healthcare services. Implications: Results of this study provide groundwork for future research to explore facilitators and barriers to using big data in health care, particularly in relation to data complexity and the efficient and effective management of big data, with significant implications for healthcare administrators and policymakers.

Oral and dental health utilization determinants in special health care needs: a systematic review of reviews.

BACKGROUND: Oral health is essential for overall well-being and can significantly improve quality of life. However, people with special health care needs (SHCN) often face challenges in accessing dental services. This study aimed to systematically review all available evidence on the oral and dental service utilization determinants among these individuals. Based on the findings, we also explore strategies to increase their access to dental care. METHOD: This study is a systematic review of reviews based on the PRISMA 2020. Six databases were systematically searched including PubMed, Web of Science, Scopus, Embase, ProQuest, and Cochrane Library. Related keywords were applied up to 30 October 2023. This study includes all systematic, scoping, and rapid reviews written in English that examine the factors affecting dental service use among SHCNs. Microsoft Power BI was used for descriptive quantitative analysis, and MAXQDA version 10 was applied for qualitative thematic analysis. RESULTS: The number of 2238 articles were retrieved based on the search strategy. After excluding duplications and appraising the eligibility, 7 articles were included. An examination of these 7 articles shows that they were all carried out from 2016 to 2022. Of these, 42% were systematic reviews, 42% used a scoping method, and one study (14%) was a rapid review. According to the thematic analysis, there were five main themes concerning determinants of oral and dental utilization of SHCN: "Financial considerations," "Patient-Provider Relationship," "Accessibility and Availability of Services," "Patient Factors," and "Quality of Care." Additionally, regarding strategies for improving utilization, three main themes emerged: "Education and Training," "Service Improvement," and "Policy Solutions. CONCLUSION: This study delves into the intricate challenges SHCNs face in accessing dental services, highlighting the imperative for comprehensive interventions addressing supply and demand. Supply-oriented measures encompass dentist education, implementing financial policies for affordable services, and integrating dental care into primary healthcare systems. On the demand side, strategies revolve around empowering patients and caregivers and enhancing cultural inclusivity. Despite sustained efforts, current utilization rates fall short of optimal levels. Thus, effective strategic planning by policymakers and healthcare leaders is paramount to bolster dental service utilization among SHCNs, thereby enhancing their overall well-being.

Social Life After Hip Fracture: A Qualitative Study.

The return to social life after a hip fracture is a major concern for patients and a determinant factor in their recovery. However, patients' perceptions of social life after hip fracture are variable and context-dependent. By identifying these perceptions and strategies of patients, interventions can be strengthened and modified. The aim of this study was to identify patients' perceptions of their social life after hip fracture. This qualitative study used inductive content analysis. Twenty patients with hip fractures who were referred to Tehran University of Medical Sciences hospitals were purposefully selected and included in the study. Data were collected through individual, face-to-face, in-depth, semi-structured interviews conducted by a researcher experienced in carrying out such interviews. The interviews were recorded, immediately transcribed verbatim, and analyzed in MAXQDA-10. The interviewing process continued until data saturation was reached. The data analysis led to the extraction of three categories: Disruption of normal social life, Minimal social life, and Social isolation. The results indicated that the social life of these patients is influenced by physical conditions and contextual factors and progresses over time. All patients experienced meaningful disruption of their social life after experiencing hip fractures and movement limitations. The interdisciplinary perspectives provided by these findings can increase awareness of patients' post-fracture social life perceptions and conditions. These findings can also be used to design future programs for interdisciplinary interventions (involving sociology and medical sciences) to improve social life and increase the ability to return to a normal social life. Recovery management for patients with hip fractures should be preventive and organized by an all-around team (involving medicine, psychology, and sociology) based on patient-centered, community-based, and modern care strategies.

Artificial Intelligence and Decision-Making in Healthcare: A Thematic Analysis of a Systematic Review of Reviews.

Introduction: The use of artificial intelligence (AI), which can emulate human intelligence and enhance clinical results, has grown in healthcare decision-making due to the digitalization effects and the COVID-19 pandemic. The purpose of this study was to determine the scope of applications of AI tools in the decision-making process in healthcare service delivery networks. Materials and methods: This study used a qualitative method to conduct a systematic review of the existing reviews. Review articles published between 2000 and 2024 in English-language were searched in PubMed, Scopus, ProQuest, and Cochrane databases. The CASP (Critical Appraisal Skills Programme) Checklist for Systematic Reviews was used to evaluate the quality of the articles. Based on the eligibility criteria, the final articles were selected and the data extraction was done independently by 2 authors. Finally, the thematic analysis approach was used to analyze the data extracted from the selected articles. Results: Of the 14 219 identified records, 18 review articles were eligible and included in the analysis, which covered the findings of 669 other articles. The quality assessment score of all reviewed articles was high. And, the thematic analysis of the data identified 3 main themes including clinical decision-making, organizational decision-making, and shared decision-making; which originated from 8 subthemes. Conclusions: This study revealed that AI tools have been applied in various aspects of healthcare decision-making. The use of AI can improve the quality, efficiency, and effectiveness of healthcare services by providing accurate, timely, and personalized information to support decision-making. Further research is needed to explore the best practices and standards for implementing AI in healthcare decision-making.

The process of social death in patients with hip fracture.

People with chronic disability and uncontrollable long-term complications following hip fracture have characterist.ics that may predispose them to social death. Continuous physical disability can have negative physical, psychological, and social consequences in these patients. To design care interventions for preventing and controlling social death, it is essential to identify the dimensions and characteristics of this process. Therefore, the present study aimed to explain the process of social death in hip fracture patients. In this study, which was conducted using a grounded theory approach, 20 patients were selected with maximum diversity and 9 professional and non-professional caregivers also through purposive sampling followed by theoretical sampling. Data were collected through semi-structured in-depth interviews, field notes, and observations. Data were analyzed using the approach proposed by Corbin and Strauss in stages including data analysis for concepts and their dimensions and characteristics, the context, process extraction, and integration of the categories. One core category and 16 main categories, which consisted of 55 subcategories and 212 primary concepts, were extracted. The results showed that the core process of social death in hip fracture is an intentional self-destruction for getting liberated from the conditions of the illness and the disrupted social life after the fracture, which ultimately leads to outcomes such as isolation-seeking and death ideations in these patients. The core category of liberating self-destruction reflects the close relationship between the context, process, and outcomes of social death. The process of social death is social, multidimensional, and complex. So far, no explanatory theory has been presented for this group of patients. Therefore, the results of this study can play an important role in designing helpful interventions for preventing, modifying, and changing the phenomenon of social death.

Dietary approaches to stop hypertension (DASH) diet improves hepatic fibrosis, steatosis and liver enzymes in patients with non-alcoholic fatty liver disease: a randomized controlled trial.

PURPOSE: Recent evidence suggests that adherence to dietary approaches to stop hypertension (DASH) diet can be effective in managing non-alcoholic fatty liver disease (NAFLD). We investigated the effect of DASH diet on hepatic fibrosis, steatosis and liver enzymes in patients with NAFLD. METHODS: This 12-week randomized controlled trial was conducted among seventy patients with NAFLD who were randomly assigned into two groups including intervention group (DASH diet containing 50-55% carbohydrate, 15-20% protein, and 30% total fat) and the control group (a healthy diet containing 50-55% carbohydrate, 15-20% protein, and 30% total fat). Both diets were calorie-restricted (500-700 kcal lower than the energy requirement). The primary outcomes included hepatic fibrosis, hepatic steatosis, alanine transaminase (ALT), aspartate transaminase (AST) and gamma-glutamyl transpeptidase (GGT). RESULTS: At the baseline, there was no significant difference between two groups in the level of hepatic fibrosis (P = 0.63), hepatic steatosis (P = 0.53), ALT (P = 0.93), AST (P = 0.18) and GGT (P = 0.76). A significant reduction was found in the intervention group compared to the control group in hepatic fibrosis (23 grades reduction vs. 7 grades reduction; P = 0.008) and hepatic steatosis (31 grades reduction vs. 9 grades reduction; P = 0.03) after intervention. In addition, a significant change was observed in the intervention group compared to control group in ALT ( - 8.50 ± 8.98 vs. - 2.09 ± 7.29; P = 0.002), and AST ( - 5.79 ± 6.83 vs. - 0.51 ± 6.62; P = 0.002). CONCLUSIONS: Adherence to DASH diet may be effective in management of NAFLD. TRIAL REGISTRATION: The trial was registered on 06 February 2022 at Iranian Registry of Clinical Trials (IRCT20170117032026N3) with URL: https://www.irct.ir/trial/60887 .

The effect of the dietary approaches to stop hypertension diet on total antioxidant capacity, superoxide dismutase, catalase, and body composition in patients with non-alcoholic fatty liver disease: a randomized controlled trial.

Aim: Non-alcoholic fatty liver disease (NAFLD) is a condition characterized by the accumulation of fat in the liver without excessive alcohol consumption. Lifestyle modifications, such as adopting a healthy diet, represent the standard treatment for NAFLD. However, the impact of the Dietary Approaches to Stop Hypertension (DASH) diet on oxidative stress biomarkers in patients with NAFLD remains unclear. Therefore, this study aimed to determine the effect of the DASH diet on total antioxidant capacity (TAC), catalase (CAT), superoxide dismutase (SOD) levels, and body composition in overweight and obese patients with NAFLD. Methods: A total of 70 overweight and obese patients aged 1870 years were randomly assigned to either the intervention (DASH diet, n = 35) or the control group (control diet, n = 35) for 12 weeks, with both groups following a calorie-restricted diet. Results: The mean age of participants was 43.1 ± 8.1 years in the DASH group and 45.1 ± 8.6 years in the control group. At the end of the study, a significant difference was observed in the mean TAC and SOD levels between the two groups (p = 0.02). After adjusting for potential confounding factors, such as age, sex, diabetes, smoking, physical activity, and baseline values, the DASH diet maintained its significant effects on TAC and SOD compared to the control diet (p = 0.03). However, there were no significant differences in CAT levels between the two groups. Moreover, a significant reduction in visceral fat (p = 0.01) and a marginally significant decrease in BMI (p = 0.06) were observed in the DASH group compared to the control group after adjusting for potential confounders. Conclusion: In conclusion, our study showed that following the DASH diet for 12 weeks in overweight and obese patients with NAFLD has beneficial effects on TAC, SOD, and visceral fat. These findings support the use of the DASH diet as a potential therapeutic intervention for the improvement of oxidative biomarkers in patients with NAFLD. Clinical trial registration: www.irct.ir/, identifier IRCT20170117032026N3.

Smartphone-based application to control and prevent overweight and obesity in children: design and evaluation.

BACKGROUND: Obesity is a multifaceted condition that impacts individuals across various age, racial, and socioeconomic demographics, hence rendering them susceptible to a range of health complications and an increased risk of premature mortality. The frequency of obesity among adolescent females in Iran has exhibited an increase from 6 to 9%, while among boys, it has risen from 2 to 7%. Due to the increasing prevalence and advancements in technology, the primary objective of this study was to develop and evaluate a smartphone-based app that would serve as an educational tool for parents about the matter of childhood overweight and obesity. Additionally, the app aimed to enhance parents' capacity to effectively address and manage their children's weight-related concerns. METHODS: The design of the present study is of an applied-developmental type. In the first phase, the content of related smartphone-based app was determined based on the needs identified in similar studies and the findings of a researcher-made questionnaire. The versions of the app were designed in the android studio 3 programming environment, using the Java 8 programming language and SQLite database. Then, in order to evaluate the app's usability, ease of access, and different features, the standard usability evaluation questionnaire and the user satisfaction questionnaire (QUIS) were completed by the users. RESULTS: The developed app has five main sections: the main page, recommendation section (with eight parts), charts over the time, child psychology, and reminders for each user. The designed app was given to 20 people including nutritionists and parents with children under 18 years of age for conducting usability evaluation. According to the scores of participants about the usability evaluation of the app, it can be concluded that groups participating in the study could use the program, and they rated the app at a "good" level. Overall performance of the app, screen capabilities, terms and information of the program, learnability, and general features are scored higher than 7.5 out of 9. CONCLUSION: By using this app, people can become familiar with the causes and symptoms of weight imbalance and manage their weight as best as possible. This app can be considered as a model for designing and creating similar broader systems and programs for the prevention, management, treatment and care of diseases, which aim to help control diseases as much as possible and increase the quality of life and reduce complications for be patients.

Application of Telemedicine in the Ambulance for Stroke Patients: A Systematic Review.

INTRODUCTION: The use of telemedicine for the prehospital management of emergency conditions, especially stroke, is increasing day by day. Few studies have investigated the applications of telemedicine in Emergency Medical Services (EMS). A comprehensive study of the applications of this technology in stroke patients in ambulances can help to build a better understanding. Therefore, this systematic review was conducted to investigate the use of telemedicine in ambulances for stroke patients in 2023. METHODS: A systematic search was conducted in PubMed, Cochrane, Scopus, ProQuest, Science Direct, and Web of Science from 2013 through March 1, 2023. The authors selected the articles based on keywords and criteria and reviewed them in terms of title, abstract, and full text. Finally, the articles that were related to the study aim were evaluated. RESULTS: The initial search resulted in the extraction of 2,795 articles. After review of the articles, and applying the inclusion and exclusion criteria, seven articles were selected for the final analysis. Three (42.85%) studies were on the feasibility and intervention types. Also, randomized trials, feasibility, feasibility and prospective-observational, and feasibility and retrospective-interventional studies were each one (14.28%). Six (85.71%) of the studies were conducted in the United States. The National Institutes of Health Stroke Scale (NIHSS) and RP-Xpress were the most commonly used tools for neurological evaluations and teleconsultations. CONCLUSION: Remote prehospital consultations, triage, and sending patient data before they go to the emergency department can be provided through telemedicine in ambulances. Neurological evaluations via telemedicine are reliable and accurate, and they are almost equal to in-person evaluations by a neurologist.

Investigating the access barriers to oral and dental health services for children from the perspective of parents attending the health centers of Kerman.

Background: Oral health plays a key role in people's overall health. Dental caries is the most important problem in children's oral health. Despite significant advances made in the area of oral health around the world, there is inequality in access to oral health within Iran and abroad, and this is considered a public health challenge. This study was conducted to investigate the access barriers to children's oral health services from the perspective of parents attending the health centers of Kerman, Iran. Materials and Methods: The present descriptive-analytical study was carried out, as a cross-sectional survey, on 410 parents of children living in Kerman, Iran. The data were collected by access barriers questionnaire, and then were analyzed by SPSS software using descriptive statistical methods and the multiple linear regression test. Confidence interval (CI) in this study was 95% (95% CI). Results: The most common access barrier to children's oral health was the high treatment cost. The access barriers to children's oral health services were significantly associated with parental education (P = 0.00), maternal employment (P = 0.04), supplementary insurance (P = 0.00), and family income (P = 0.01). Parental satisfaction was also significantly correlated to the child's sex (P = 0.04), supplementary insurance (P = 0.04), and number of filled teeth (P = 0.04). The mean score of parental satisfaction was 1.83 ± 0.34; within the range of 1-3 from satisfied to dissatisfied. Conclusion: The cost of dental treatment services high and there are many barriers to accessing children's oral health.