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.

Factors affecting the acceptance of tele-psychiatry: a scoping study.

BACKGROUND: In today's digital world, providing services through telemedicine has become an essential issue in health systems, and the Covid-19 pandemic has made this necessity even more apparent. On the other hand, mental health services are needed more than ever, and their nature makes their delivery via telemedicine more feasible than other specialized services. This study aimed to determine the factors affecting the acceptance of telemedicine among users of this technology in the field of mental health. METHODS: This article is a scoping review based on the PRISMA guidelines and without any time limit until June 20, 2022. The search was performed in PubMed, Scopus, Web of Science, and PsycINFO databases using keywords related to the three fields of telemedicine, acceptance, and mental disorders. Two authors independently selected the studies based on inclusion and exclusion criteria. Then the data were collected using a data extraction form, and finally, the results were determined using the content analysis method. RESULTS: Five main factors affect the acceptance of telemedicine among users of this technology in the field of mental health: perceived effectiveness, users' understanding of the effects of telemedicine on the quality and outcomes of care delivery, technological aspects, organizational change capacity, the nature of the disease and psychological and psychosocial factors. These main factors are associated with 21 related sub-factors. CONCLUSIONS: Revealing the factors affecting the acceptance of telemedicine among recipients and providers of services, as key actors in health systems, can help managers and policymakers to successfully implement telemedicine in the less-regarded field of mental health, especially in the early stages.

Qualitative document analysis on Iranian contents and trends of population policies: Lessons learned and avenues for future.

Population-related policies are among macro-strategic policies considered by all governments in the world. To achieve the desired population structure, it is first necessary to identify the general policy approach over time. This article aims to identify the main requirements of population policies during the last 70 years in Iran. This is a qualitative content analysis study conducted via the analysis of all relevant national policy documents from 1951 to 2022. To retrieve the relevant documents, we searched the official website of eight policymaking bodies in Iran. After identifying the documents, their eligibility was evaluated using Scott's method, and as a result, 40 documents were selected for analysis. Finally, we used a qualitative content analysis to synthesize the data using MAXQDA version 10. The findings showed that the political requirements for population reduction can be classified into four main themes of "Religious, scientific, and legal infrastructure", "Changes in the rules", "Institution building, programming and division of tasks", and "Information and service provision", with 11 sub-themes. Furthermore, the political requirements for an increasing population can be divided into six main themes of "Education & acculturation", "Legal dos, and don'ts", "Financial and non-financial support for families", "Structural and information infrastructure", "Health services", and "Stewardship", with 30 sub-themes. In this study, by an all-round look, and the analysis of policies of the last 70 years of Iran, it was determined how the population policies originate from the political-cultural background of society, and provide the ground for the changes in the cultural-social, political, and economic structures and as a result demographic change. In other words, the main requirements to formulate the population increase and decrease policies in Iran as a country with golden experiences to implement the population policies were shown; which can be helpful as a guide to formulate the population policies in Iran and provide a model for successful policy making in the countries with a similar background to Iran.

Comparing the clinical and economic efficiency of four natural surfactants in treating infants with respiratory distress syndrome.

Surfactant therapy has revolutionized the treatment of respiratory distress syndrome (RDS) over the past few decades. Relying on a new method, the current research seeks to compare four common surfactants in the health market of Iran to determine the best surfactant according to the selected criteria. The research was a cross-sectional, retrospective study that used the data of 13,169 infants as recorded on the information system of the Iranian Ministry of Health. To rank the surfactants used, the following indicators were measured: re-dosing rate, average direct treatment cost, average length of stay, disease burden, need for invasive mechanical ventilation, survival at discharge, and medical referrals. The CRITIC (criteria importance through intercriteria correlation) method was used to determine the weight of the indicators, and MABAC (multi-attributive border approximation area comparison) was used to prioritize the surfactants. Based on the seven selected indicators in this research (re-dosing rate, average length of stay, direct medical cost per one prescription, medical referral rate, survival at discharge, disability-adjusted life years, number of newborns in need of invasive mechanical ventilation) and using multi-criteria analysis method, Alveofact was identified as the worst surfactant in infants with either more or less than 32 weeks' gestation. So that some criteria were worse in Alveofact group infants than other groups; for example, in the comparison of the Alveofact group with the average of the total population, it was found that the survival rate at discharge was 57.14% versus 66.43%, and the rate of re-dosing was 1.63 versus 1.39. BLES (bovine lipid extract surfactant) was the best alternative for infants more than 32 weeks' gestation, whereas Survanta was identified as best option for infants with less than 32 weeks' gestation. Curosurf showed an average level of functionality in the ranking. This study advises the policy makers in the field of neonatal health to increase the market share of more effective surfactants based on this study and other similar studies. On the other hand, neonatal health care providers are also advised to prioritize the use of more effective surfactants if possible, depending on the clinical conditions and desired improvements.

Irrational prescription and its costs in neonatal surfactant therapy: public and private hospitals of Iran in 2018.

BACKGROUND: Irrational prescription and its subsequent costs are a major challenge worldwide. Health systems must provide appropriate conditions for the implementation of national and international strategies to prevent irrational prescription. The aim of the present study was to determine the irrational surfactant prescription among neonates with respiratory distress and the resulting direct medical costs for private and public hospitals in Iran. METHODS: This was a cross-sectional descriptive study performed retrospectively using data belonged to 846 patients. Initially, the data were extracted from the patients' medical records and the information system of the Ministry of Health. The obtained data were then compared with the surfactant prescription guideline. Afterward, each neonatal surfactant prescription was evaluated based on the three filters listed in the guideline (including right drug, right dose, and right time). Finally, chi-square and ANOVA tests were used to investigate the inter-variable relationships. RESULTS: The results showed that 37.47% of the prescriptions were irrational and the average costs of each irrational prescription was calculated as 274.37 dollars. It was estimated that irrational prescriptions account for about 53% of the total surfactant prescription cost. Among the selected provinces, Tehran and Ahvaz had the worst and the best performance, respectively. As well, public hospitals outperformed private hospitals in terms of the in drug selection, but they underperformed them in terms of the right dose determination. CONCLUSION: The results of the present study are considered as a warning to insurance organizations, in order to reduce unnecessary costs caused by these irrational prescriptions by developing new service purchase protocols. Our suggestion is the use of educational interventions to reduce irrational prescriptions due to drug selection as well as using computer alert approaches to reduce irrational prescriptions caused by wrong dose administration.

Economic evaluation of strategies against coronavirus: a systematic review.

BACKGROUND: The COVID-19 outbreak was defined as a pandemic on 11 March 2020 by the World Health Organization. After that, COVID-19 has enormously influenced health systems around the world, and it has claimed more than 4.2 million deaths until July 2021. The pandemic has led to global health, social and economic costs. This situation has prompted a crucial search for beneficial interventions and treatments, but little is known about their monetary value. This study is aimed at systematically reviewing the articles conducted on the economic evaluation of preventive, control and treatment strategies against COVID-19. MATERIAL AND METHOD: We searched PubMed, Web of Science, Scopus, and Google Scholar from December 2019 to October 2021 to find applicable literature to the economic evaluation of strategies against COVID-19. Two researchers screened potentially eligible titles and abstracts. The Consolidated Health Economic Evaluation Reporting Standards (CHEERS) checklist was used to quality assessment of studies. RESULTS: Thirty-six studies were included in this review, and the average CHEERS score was 72. Cost-effectiveness analysis was the most common type of economic evaluation, used in 21 studies. And the quality-adjusted life year (QALY) was the main outcome applied to measure the effectiveness of interventions, which was used in 19 studies. In addition, articles were reported a wide range of incremental cost-effectiveness ratio (ICER), and the lowest cost per QALY ($321.14) was related to the use of vaccines. CONCLUSION: Based on the results of this systematic review, it seems that all strategies are likely to be more cost-effective against COVID-19 than no intervention and vaccination was the most cost-effective strategy. This research provides insight for decision makers in choosing optimal interventions against the next waves of the current pandemic and possible future pandemics.

The necessity revealed by COVID-19 pandemic: Paradigm shift of Iran's healthcare system.

Background: COVID-19 pandemic has resulted in drastic changes around the world, revealing vulnerable aspects of healthcare systems. This study aimed to explore how Iranian healthcare system experienced the paradigm shift during the pandemic and determine the aspects that need improvement during the pandemic era. Method: This qualitative study was conducted in 2021. A framework analysis approach was used to analyze the content of the 19 semi-structured interviews with the healthcare system experts from Shiraz University of Medical Sciences (SUMS). The interviews' audio files changed into transcript after each session and data was saturated at the 19 interview. To increase the trustworthiness of the study, Guba and Lincoln's criteria including credibility, transferability, dependability, and confirmability were used. Goldsmith's five-step framework analysis was used applying MAX QDA version 10 software. Result: Eight main themes and 20 subthemes were explored. The main themes included "strengthening the electronic health infrastructure," "research for evidence-based decision making," "dedicated financing to the pandemic," "prevention of disruption in the effective provision of services and medicines," "enriching the authority of the Ministry of Health by focusing on interactions," "recruiting, managing and empowering health human resources with attention to financial and non-financial incentives," "reforming educational approaches in training students in medical universities," as well as "lessons learned from neglected aspects." Conclusion: To be ready to respond to a possible future pandemic and for a paradigm shift, bold steps must be taken to make fundamental changes in various aspects of the healthcare system including e-health development, evidence-based decision making, dedicated budgets for pandemics, reinforcement of interactions at the national and international level, as well as sufficient attention to healthcare workers from all financial, non-financial and educational aspects.

How does the dental benefits act encourage Australian families to seek and utilise oral health services?

BACKGROUND: This study aimed to analyse the content of the Dental Benefits Act 2008 as a foundation for the Child Dental Benefits Schedule (CDBS) to determine how the Act encourages Australian families to seek and utilise oral health services. METHODS: This was a qualitative narrative document analysis conducted in 2022. Data was collected by searching formal websites for retrieving documents that reported the Australian Dental Benefits Act. The eligibility of the retrieved documents was assessed based on authenticity, credibility, representativeness, and meaningfulness of the data. A seven-steps procedure was applied for framework analysis. RESULTS: The content of the Dental Benefits Act 2008 provides directions on the three categories of operational, collective, and constitutional rules. Operational rules at the level of oral health providers and the population, as the service end users, can be demonstrated as rules in use in a mutual interaction with the collective and constitutional rules. The consequence of governing the rules at the community level can easily define how the oral health services are provided and utilised. The response is sent to the government level for better regulation of oral health service delivery and utilisation. Then, with interaction and advocacy with the diverse range of stakeholders and interdisciplinary partnerships, with community groups, non-government sectors and councils, the rules can be transformed, adopted, monitored, and enforced. Another mechanism of response has occurred at the providers' and users' level and to the operational rules to community groups and stakeholders via advertising and promoting the utilisation and provision of oral health services. CONCLUSION: This study integrates the perspective of politicians with those of policy makers to reconsider the role and significance of the rules based on the triple collaborations among oral health users and oral service providers, the community, and the stakeholders as well as the government. A comprehensive attention is still needed in future revisions of the Dental Benefits Act 2008 according to the contextual factors, socioeconomic and geographical attributes of the population for better implementation of de facto rules and more effective outcomes of the interventions. It is recommended that further research be undertaken utilising a mix-method approach for a holistic view prior to further revisions of the Act or proposal of probable upcoming schemes.

Irrational prescription of surfactant replacement therapy in neonatal respiratory distress.

PURPOSE: Respiratory distress is known as one of the leading causes of neonatal death. In recent decades, surfactant therapy has revolutionized respiratory failure. Since the implementation of the health system reform plan as well as the allocation of new financial resources for health system in Iran, the rate of irrational prescription has increased and prescription of surfactant for neonates, has raised unexpectedly, which is thought to be due to irrational prescriptions partly. The present study aimed to determine the rate of irrational prescription of surfactant for neonates with respiratory distress. METHODS: This research was a cross-sectional descriptive study, which was conducted retrospectively. In the current study, determining the rate of irrational prescription was done in terms of the surfactant prescription guideline. Finally, the medical data of 846 neonates who underwent surfactant therapy in Iran in 2018, were extracted from the information system of the Ministry of Health and the neonatal medical records. RESULTS: The results show that drug selection index, dose index, and time index were irrational for 14.30%, 27.42%, and 1.06% of neonates, respectively. Moreover, the total index of drug prescription, which is a combination of the above-mentioned three components, was found to be irrational for 31.47% of neonates. CONCLUSIONS: The results of the present study are considered as a warning to providers and decision makers in the field of neonatal health to reduce irrational prescriptions of surfactant for neonates. This study suggests the use of educational interventions in order to reduce irrational prescriptions due to drug selection as well as the use of computer alert approaches in order to reduce irrational prescriptions due to wrong dose.