Abstract
Introduction
ED overcrowding is described as one of the main issues in emergency departments (EDs) of any hospital. 1 ED overcrowding is defined as a condition occurring when healthcare providers’ lose the capability to provide medical care service within a short time. 2
In general, there are many reasons leading to ED overcrowding, and these reasons could be related to manpower and non-manpower deficiency. The deficiency of manpower resources, including nursing staff, specialist physicians, administrative staff, or other staff related to different departments in hospitals could cause ED overload. The non-manpower deficiency includes beds, medications, diagnostic tools, or machines that may also lead to ED overload. 3
However, another important reason for ED overload is related to increased non- and less-urgent patients presenting at ED. This issue is usually due to a lack of patients' education or telemedicine services. 4 Patients categorized as less- or non-urgent ill are highly distributed in every district of any city. Therefore, presenting these patients in ED will lead to ED overcrowding and may delay or reduce healthcare efficacy in treating patients with very serious illnesses, which usually need resuscitation, emergent, or/and urgent medical intervention. In addition, ED overcrowding may reduce patients' satisfaction and increase their risk. 5
The (Canadian Triage and Acuity Scale) CTAS system is used to classify patients at ED depending on severity into five categories: level I called resuscitation; which patients in this category need immediate correction of a specific physiological disorder. Level II is called emergent; patients classified as emergent need medical intervention within 15 min. Patients who are considered as level II needs medical treatment within 30 min. Level IV and level V are called non- and less-urgent, respectively, in which patients under these two categories have minor injuries or illnesses that should be seen by a healthcare provider within 60–120 min. 6
In Saudi Arabia, the ministry of health applied new telemedicine technology to serve patients by using the Sehha application and 937 medical call center. Sehha application is a mobile application organized by the Saudi Ministry of Health and can be uploaded from either iOS or Android platforms without any costs. Besides, this application provides telemedical consultations via video, audio, and text messages. Compared to other health mobile applications in other countries (e.g. India and United Kingdom), the Sehha application can serve Arabic and English-speaking patients.5,7 The 937 medical call center is described as a medical calling service that answers peoples' medical inquiries. However, it only provides acoustic medical consultations. These telemedicine applications serve the patients living in the cities and support patients who are living in remote areas or unable to visit the clinics. Besides, these applications could help to reduce costs consumed without any significant needs and decrease overload at secondary and tertiary care facilities. These telemedicine services' substantial purposes are to manage minor medical cases that do not require immediate interventions and guide those patients with serious medical conditions (e.g. acute coronary disease) to seek ED care.5,7,8
The main aim of this study is to determine the role of different telemedicine services in changing the intention of users’ intentions to visit the emergency departments in Saudi Arabia.
Research design and methods
Study design and patients’ recruitment
A descriptive cross-sectional study was conducted during August 2020 to May 2021 among 319 patients using two telemedicine services in Saudi Arabia, including the medical call center and Sehha smartphone application. The calculated sample size was 318, which considers a margin of error of 5% and type 1 error of 5% (critical
According to the calculated sample size, a systematic random sampling method with a sampling interval of 1:15 was used to recruit callers from each of the two telemedicine services platforms to determine the role of telemedicine services in changing the intention of users intentions for visiting the EDs in Saudi Arabia. The study excluded patients who had already visited an ED before consulting the telemedicine services and patients diagnosed with schizophrenia, bipolar, dementia, or any cognitive skills defects that may interfere with their participation in this study.
Data collection
The data were obtained from a previous survey designed by the Saudi Ministry of Health. The survey's data reflects the patients’ sociodemographic characteristics, chief complaint, type of consultation, time to reach the nearest ED, intention to visit ED, and ED visits within 24 h of telemedicine services (see Table 1).
The scope of questions related to the survey used in this study.
Endpoints
The primary endpoint of this study was to determine the number of patients intended to visit ER before and after contacting one of the two telemedicine services and the frequency of people who changed their opinion to visit an ED. The secondary endpoint compares the medical call center and Sehha application concerning these variables.
Statistical analysis
For the analysis of the results, Student
The differences between these variables were determined to compare the effect and factors related to each telemedicine service in changing users’ intentions for presenting to the EDs in Saudi Arabia.
The data were saved, organized, and graphed using the Microsoft excel 2010 program. The level of significance was considered when the
Ethical consideration
The study proposal was reviewed and approved by an ethics review committee (the Central Institutional review board) in the Saudi Ministry of Health. The approval letter for this study was given in June 2020 with the central IRB log number: 20–96 M. Answering and submitting the survey form by the patients was regarded as approval for participation, and the data available were completely anonymized.
Results
This study analyzed the data from 319 patients who completed the survey provided by the Saudi Ministry of Health concerning information related to their health status and ED visits. The mean age of the enrolled patients was 35.94 years, and the majority of them were Saudi females living in Riyadh and Makkah regions (see Table 2 and Figure 1).

Geographical areas of the participated patients who used medical call center and Sehha application in Saudi Arabia.
Characteristics of patients used medical call center and Sehha application.
Almost 50% of the included patients had the intention to visit an ED before contacting the telemedicine services, and most of them needed less than 30 min to reach the nearest ED. Besides, physicians working in the telemedicine services had categorized the severity of patients’ medical status based on the CTAS system, which revealed that 7.2%, 13.5%, and 79.3% of total patients were classified as CTAS level III, level IV, and level V, respectively (
Table 3 shows the variables related to patients who had an intention to visit EDs before and after contacting telemedicine services (

Patients intension to visit ED before and after contacting telemedicine services (medical call center and Sehha application) in Saudi Arabia. * Significant difference between the number of patients intended to visit an ED before and after telemedicine services.
Patients’ intentions to visit EDs before and after contacting medical call center or Sehha application.
Respecting the patients who already visited an ED after contacting telemedicine services (
Type of the visited hospital among the included patients who went to ED.
A highly significant number of the included patients in this study (264 out of 319) declared that they do not have medical insurance to cover the medical services costs in private hospitals (
Type of medical insurance and status of willing to pay for medical services in the ED in case of not having medical insurance among included patients.
Discussion
Patients categorized as less- or non-urgent are commonly presented in the ED of any hospital globally. These patients could lead to ED overcrowding and may delay the medical interventions or reduce the healthcare efficacy in treating patients with very serious illnesses, which usually need resuscitation, emergent, and urgent medical intervention. Moreover, ED overcrowding may lead to lower patient satisfaction rates and could increase the risk of delaying critical interventions. 9
The existing evidence revealed that patients living in Saudi Arabia showed high satisfaction rates after using the implemented telemedicine services. 8 In this study, the researchers were trying to find the role of applying telemedicine services in Saudi Arabia (medical call center and Sehha application) to reduce the number of patients intended to visit EDs classified as CTAS level IV and level V. Also, to reveal the differences between telemedicine services regarding this issue.
Most of the included patients were young adults living in the central and western regions. The study results showed that the applied telemedicine services in Saudi Arabia had a role in decreasing the users’ intention to visit EDs. Moreover, the researchers figured out that the Sehha application had a more significant reduction in those who intended to visit EDs than the medical call center. This statistical difference could be related to the video call feature found in the Sehha application only, as the physicians are able to diagnose medical issues more efficiently by determining the need for visiting an ED based on visual assessment of the illness source.
On the other hand, this research suggests that lacking medical insurance for private hospitals and the unwillingness of people to pay for medical charges could be the main factors for the ED overload in the governmental hospitals in Saudi Arabia.
Some studies determined the efficacy of telemedicine in reducing ED crowding in the United Kingdom. However, most of these studies did not show a significant difference in decreasing the number of less- or non-urgent patients in ED after applying telemedicine services.10–15 Nevertheless, a previous study was revealed that 24 h walk-in clinics in the United Kingdom had the ability to decrease the overload of ED services and showed high satisfaction reflected from the patients. 16
In Iraq, Salman et al. evaluated the role of a Triaging and Prioritizing Model (TPM) in reducing ED overcrowding. TPM was aimed to enhance the triage system of medical service. The outcomes of this trial showed that the TPM had reduced the patients’ waiting time and differentiated between variable illnesses of patients. 17
Nevertheless, a study conducted in New York, United States, by Sun et al. assessed the role of telemedicine in improving the quality of healthcare services provided in EDs. They revealed that patients were statistically spent less time at EDs after adopting telemedicine applications. Therefore, the authors conclude that telemedicine could significantly expand and enhance the medical care services in EDs. 18
Although the telemedicine services could result in missed diagnoses or false reassurance of actual medical issues, a study done by Jacobs et al. revealed that people consulting healthcare providers helped them to get away from needless visits to EDs and also minimized the rate of undiagnosed or untreated patients with bone fractures. 19 The result of this study may not be applicable to all telemedicine services in different countries; however, missed diagnoses is a general medical problem, and several serious neurological cases had not been well-diagnosed in the EDs; therefore, missed diagnoses cannot be customized in telemedicine services only. 20
Limitations of the study
The cross-sectional design and data based on self-report were the most drawbacks. In addition, the existence of the COVID-19 pandemic could be described as a confounding factor, as some patients claim that they did not visit ED because of their fear of SARS-CoV-2 infection. However, the number of those patients was few compared to patients who had declared that they benefited from telemedicine services. Besides, most of the data were collected in periods with an increasing number of vaccinated people and much less confirmed COVID-19 cases.
Conclusion and recommendation
The implemented telemedicine services in Saudi Arabia, namely the Sehha application and medical call center, could reduce those intended to visit ED and consequently reduce the overload of EDs by providing medical advice to less- and non-urgent patients dealing with their minor medical issues. The researchers recommend further studies with control groups and take into account conditions such as the sociocultural differences (e.g. urban vs. rural and high vs. low socio-economic class).
