1. Introduction
The availability of essential medicines is a critical determinant of public health outcomes, particularly in regions with diverse socioeconomic landscapes. Saudi Arabia has made significant strides in its healthcare infrastructure since the foundation of the Kingdom in 1932; the government launched numerous initiatives to improve healthcare access and quality, which led to the establishment of the Ministry of Health in 1950. By the 1970s and 1980s, Saudi Arabia had developed a robust healthcare system characterized by a network of hospitals and clinics, alongside the establishment of national pharmaceutical manufacturing capabilities [
1].
Drug shortages have been widely reported across healthcare systems worldwide, posing significant challenges to patient care and healthcare delivery. In Saudi Arabia, the prevalence of drug shortages has increased substantially; between 2017 and 2020, 1082 drugs were reported to the SFDA as experiencing shortages, averaging 271 shortage incidents per year and peaking at 544 incidents in 2019 alone, with the COVID-19 pandemic further exacerbating the situation [
2]. These shortages have affected several critical therapeutic classes, including antineoplastic, antibiotic, immunosuppressant, gastrointestinal, emergency, respiratory, anesthetic, ophthalmic, psychotropic, and cardiovascular agents. The types of medications in shortage often include different dosage forms of both generic and branded drugs [
3].
The sources of these shortages are multifaceted. Supply chain disruptions, exacerbated by global events such as the COVID-19 pandemic, have significantly impacted the availability of medications [
1]. Manufacturing problems such as quality control, production, and regulatory affairs issues have also been cited as common causes of drug shortages [
1,
4]. Regulatory challenges, including stringent and long approval processes, further complicate the situation [
4].
The impact of drug shortages on patient care is profound and multidimensional. Delayed treatments due to the unavailability of essential medications can lead to worsening health outcomes. For instance, patients with chronic diseases may experience exacerbations of their conditions, leading to increased morbidity and mortality [
5]. A study by Almutairi et al. found that 62% of healthcare providers’ reported drug shortages resulted in delayed patient care, with 45% noting that patients’ health deteriorated as a result [
4].
Moreover, certain populations are particularly impacted by the consequences of drug shortages. Elderly patients, who often require multiple medications for chronic conditions, are at increased risk of adverse health outcomes when essential drugs are unavailable [
6]. Low-income communities with limited access to alternative treatments also face significant barriers to care [
7].
In addition to adverse health outcomes, the economic implications of drug shortages are sometimes substantial. Increased healthcare costs arise from the necessity of using alternative treatments, which may not be as effective or may require additional interventions [
7]. A report by the World Health Organization (WHO) indicates that drug shortages can lead to an estimated increase of 20% in healthcare expenditure, primarily due to the use of substitute therapies and emergency care [
8].
To improve the stability of drug supply and reduce drug shortages, the Saudi Food and Drug Authority (SFDA) has developed a strong reporting and monitoring system. Companies must report stock levels and expected shortages through the Saudi Drug Information System (SDI). The SFDA also publishes an online drug-shortage list, which is updated regularly and helps healthcare providers to stay informed [
9]. In October 2025, the SFDA launched an AI-powered model to predict drug shortages using historical data [
10]. This smart system was introduced during the Global Health Exhibition and supports faster responses and better planning, aligning with Saudi Arabia’s Vision 2030 to advance digital health transformation and enhance the efficiency of the national health system [
11].
The burden of drug shortages on healthcare providers and systems is also considerable. Healthcare systems must assign additional resources to manage shortages, including time spent on sourcing alternative medications and coordinating [
12]. This can lead to increased workloads, stress, and burnout among healthcare professionals, further exacerbating the challenges faced by the healthcare system [
5].
Drug shortages also have significant psychosocial effects on patients. The anxiety and stress associated with the uncertainty of obtaining necessary medications can lead to decreased quality of life [
13]. Patients may experience feelings of helplessness and frustration, particularly when faced with chronic illnesses that require consistent medication management [
5].
Moreover, recurring drug shortages can weaken trust in the healthcare system. Patients may become disappointed with healthcare providers if their needs are not met [
14]. This loss of trust can have long-lasting effects on patient–provider relationships and overall health outcomes.
Awareness of the challenges associated with drug shortages is crucial for healthcare professionals, policymakers, and regulatory bodies. However, research indicates that many healthcare providers are often unaware of the extent of drug shortages and their potential impact on patient care [
15]. This lack of awareness can lead to inadequate preparation and response strategies, ultimately affecting patient treatment outcomes.
Furthermore, studies have shown that communication between manufacturers, healthcare providers, and regulatory agencies is often insufficient. A survey conducted by the American Society of Health-System Pharmacists (ASHP) found that healthcare providers frequently reported being unaware of impending shortages until they occurred, highlighting the need for improved communication channels [
16].
The role of education and training in enhancing awareness of drug shortages is also emphasized in the literature. Educational interventions targeting healthcare providers can increase their understanding of the causes and consequences of drug shortages, as well as the importance of timely reporting to regulatory bodies such as the SFDA [
7].
Despite the growing body of literature documenting the prevalence and causes of drug shortages in Saudi Arabia, important gaps remain. Most existing studies have focused on either healthcare professionals or patients in isolation, limiting a comprehensive, system-level understanding of the impact of shortages. There is a lack of research that simultaneously integrates both provider and patient perspectives within a single institutional setting. In addition, few studies have examined the alignment between locally perceived shortages and nationally reported data. Specifically, benchmarking of hospital-based, self-reported shortages against the Saudi Food and Drug Authority (SFDA) national shortage list remains underexplored. Addressing these gaps is essential to better understand discrepancies between frontline experiences and official reporting systems and to inform more effective mitigation strategies.
The primary objective of this study is to assess the perceived burden of drug shortages at a tertiary hospital in Saudi Arabia, as reported by healthcare professionals and patients, with a focus on shortage frequency, affected drug types, and clinical and economic consequences. Both groups were included to provide complementary perspectives: healthcare professionals offer insight into clinical consequences, management challenges, and system-level gaps, while patients provide a direct account of how shortages affect medication access, treatment continuity, and overall well-being. The secondary objectives are to explore patients’ experiences with medication access and treatment continuity during shortages; evaluate healthcare professionals’ awareness of and preparedness for drug shortages; identify communication gaps between healthcare providers, institutions, and regulatory bodies; and propose practical mitigation strategies and policy interventions to address future shortages.
2. Methods
2.1. Study Design and Settings
This study employs a cross-sectional survey design aimed at assessing the perceived characteristics, experiences, and awareness of healthcare professionals and patients regarding drug shortages within one hospital in Saudi Arabia. The survey was conducted in a major city, Riyadh, specifically targeting healthcare professionals and patients at Riyadh King Abdulaziz Medical City. The hospital is a large, government-funded healthcare system with a total bed capacity of approximately 5421 beds distributed across multiple medical campuses. It operates as a tertiary care institution, providing a comprehensive range of specialized and sub-specialized services, including advanced clinical care, academic programs, and research activities. The hospital also serves as a major referral center, delivering integrated healthcare that spans from primary care to highly specialized tertiary services for National Guard personnel, their dependents, and other eligible patients across various regions in Saudi Arabia. The data collection period was conducted over a four-week period in April 2025, representing a defined data collection period aligned with the study schedule.
2.2. Sampling Procedure
The study sample was obtained using a convenience sampling technique. A questionnaire was distributed to patients and all healthcare professionals at the target hospital. Participants were recruited in person. Healthcare professionals were approached within their clinical settings, while patients were recruited during hospital visits and asked to complete the questionnaire on-site. The questionnaire was developed by researchers to evaluate the characteristics of drug shortages within their hospital and to explore healthcare professionals’ experiences and awareness regarding these shortages. Due to convenience sampling and in-person recruitment, the number of individuals approached and those who declined to participate were not systematically recorded; therefore, a formal response rate could not be calculated. Healthcare professionals eligible for inclusion were those currently practicing at King Abdulaziz Medical City in Riyadh, Saudi Arabia, involved in patient care, and with at least two years of professional experience. This criterion was established to ensure that respondents had sufficient clinical exposure to drug-shortage events and familiarity with institutional substitution and procurement protocols. It also ensured their ability to make informed assessments of shortage frequency and patient impact, competencies that are unlikely to be adequately developed within the first two years of practice.
For patients, inclusion was limited to adult outpatients aged 18 years and older who were able to read and understand Arabic or English and complete the questionnaire independently without assistance, to avoid interviewer bias. Patients with cognitive impairments or communication difficulties were excluded to ensure response reliability. Outpatients were specifically selected as they represent individuals actively accessing healthcare services and obtaining medications and, therefore, are more likely to have direct and recent experience with medication availability and shortages in routine care settings. An informed consent statement was presented on the first page of the questionnaire, allowing participants to either proceed with the survey or withdraw at that moment. The study objectives were clearly stated to ensure participants understood the significance of their involvement, with completion of the survey being considered as consent to participate.
2.3. Questionnaire Tool
The questionnaire on the impact of drug shortages aims to understand the effects of essential medicine shortages on both patients and healthcare professionals. Participation is voluntary, and the responses remain confidential, contributing to improvements in medication availability. The questionnaire was developed based on a comprehensive literature review investigating various aspects of drug shortages, including their frequency, impact on patient care, and potential solutions [
5,
17]. It includes an introduction section that gathers demographic information such as age, gender, chronic health conditions, and current prescription medications for patients, while healthcare professionals provide details like professional titles and years of experience. The questionnaire was developed in both English and Arabic and was presented to participants in both languages. To minimize potential sources of bias, the questionnaire was designed with clear and structured items and underwent pilot testing to ensure clarity and consistency. Participation was voluntary and anonymous to reduce response bias, and questions were framed to capture recent and relevant experiences to help limit recall bias.
For patients, the first section assesses experiences with drug shortages over the past 24 months, including the frequency of shortages and their impact on health and well-being. The second section focuses on access to alternative medications, asking whether participants were prescribed alternatives, the time taken to find them, and their perceived quality and effectiveness. The third section assessed the self-reported impact of drug shortages on patients’ overall health, using an ordinal scale, while the fourth section addresses any financial implications, including additional costs incurred. Finally, the questionnaire assesses patients’ awareness of the reasons behind drug shortages and the importance of communication from healthcare providers.
For healthcare professionals, the questionnaire addresses the frequencies and types of shortages encountered, potential adverse events, increased hospitalization rates, and management procedures in place at their facilities. It also seeks insights into expectations for advance notice of shortages and the average duration for resolving these issues, while inviting participants to identify perceived causes and propose strategies to mitigate these challenges. This structured approach aims to gather comprehensive insights into the challenges faced by both patients and healthcare providers due to drug shortages. The questionnaire includes multiple-choice questions to provide a comprehensive understanding of the challenges related to drug shortages.
Finally, drug shortages are monitored nationally through the Saudi Food and Drug Authority (SFDA), which publishes shortage notifications/lists. SFDA entries were mapped to the therapeutic classes used in this study using product name and/or active ingredient information. SFDA-published drug-shortage entries were extracted from the SFDA shortage/anticipated shortage list for the same 12-month recall period as the survey (1 April 2024 to March 2025). Entries were included if the shortage start date fell within the defined window. These data were used for benchmarking purposes to compare hospital-reported shortages with nationally reported shortages and to identify potential discrepancies between local experiences and official surveillance data. SFDA data were mapped to the same therapeutic classes used in the survey and descriptively compared with healthcare professional-reported shortages, without statistical merging, to identify patterns and discrepancies between local and national data.
2.3.1. Validity of Questionnaire Tool
Pilot Study
The questionnaire tool was reviewed and validated by two pharmacists. They were asked about the clarity and comprehensibility of the questions, as well as their face validity and whether any of the questions were difficult to understand. Their feedback indicated that the questionnaire was simple to comprehend and complete. Furthermore, before adopting the questionnaire on a broader scale, a pilot study was conducted with a small number of participants (n = 20) to assess its comprehension. Participants confirmed that the questionnaire was clear and straightforward.
Content and Clarity Validity Assessment
A panel of five content experts were recruited through purposive sampling. Experts were faculty members and educational researchers with experience in biotechnology, pharmacy practice, and pharmaceutics. Each expert was provided with a questionnaire, a structured content and clarity rating form, and instructions to rate each item independently. Content and clarity validity were calculated using the Item-Level Content Validity Index (I-CVI) and Scale-Level Content Validity Index (S-CVI). The overall scale is S-CVI > 0.80, which is considered to have good content and clarity validity.
2.4. Sample Size Calculation and Statistical Analysis
The study setting included 19,935 healthcare professionals during the study period, serving an estimated annual patient population of approximately 2,045,518, with a total bed capacity of about 5428 beds. The minimum required sample size was determined to be 377 healthcare professionals and 384 patients, using a 95% confidence interval, a standard deviation (SD) of 0.5, and a margin of error of 5%. Although the calculated minimum sample size was not fully achieved in both cohorts, the achieved samples (230 healthcare professionals and 243 patients) remain adequate for the descriptive objectives of this study. However, this may affect the precision of estimates and limit broader generalizability. The sample size was calculated using the standard formula:
where
Z = 1.96 for a 95% confidence level,
p = 0.5, and
e = 0.05.
Data were analyzed using SPSS Statistics (version 29; IBM Corp., Armonk, NY, USA). Descriptive statistics were used to summarize participant characteristics, with frequencies and percentages reported for all categorical variables. For ordinal variables measured using a 4-point scale (no impact, minor, moderate, or significant) and Likert-type items on healthcare professionals’ perceptions, including advance notice of shortages, resolution time, and effectiveness of implemented strategies, frequency distributions and median values were reported using the original response categories without grouping. Chi-square goodness-of-fit tests were applied to assess whether the observed distributions of categorical variables including age, gender, professional title, years of experience, and shortage frequency, differed significantly from the expected distributions. Multiple-response questions were analyzed using multiple-response frequency analysis, with percentages calculated based on the total number of respondents. A p-value of <0.05 was considered statistically significant. Given the descriptive nature of this study, no multivariable modeling or adjustment for confounding variables was performed. Subgroup analyses were not conducted beyond descriptive stratification. Missing or incomplete responses were handled using pairwise exclusion, with analyses performed based on the available data for each variable.
2.5. Ethical Approval and Consent to Participate
The study protocol was reviewed, and ethical approval was granted by King Abdullah’s International Medical Research Center—Ministry of National Guard Health Affairs (MNGHA), Saudi Arabia (Reference No: NRR25/085/1). All participants gave their consent for participation. This study was conducted in accordance with the principles of the Declaration of Helsinki. All data was collected anonymously, and no identifiable personal information was obtained. Responses were stored securely, accessed only by the research team to ensure confidentiality and data protection, and retained solely for the purposes of this study in compliance with applicable data protection regulations.
2.6. Questionnaires/Data Sheets
The appendices include supporting study documents.
Appendix A includes the healthcare professionals’ questionnaire, and
Appendix B includes the healthcare users’ questionnaire.
4. Discussion
The findings from this study underscore the pervasive issue of drug shortages within the healthcare system, highlighting significant implications for patient care and the operational efficacy of healthcare facilities. With over 89% of healthcare professionals reporting at least one drug-shortage incident in 2024, and nearly 40% encountering shortages more than ten times, it is evident that this challenge is not isolated but rather systemic [
1]. The demographic profile of participants, predominantly female and concentrated in the 30–39 age group, reflects a workforce that is more likely to experience the brunt of these shortages, given their frontline roles in patient care [
18].
The data reveal that drug shortages are not only frequent but also varied across therapeutic classes. Anti-infective and analgesic medications topped the list, affecting critical areas of care and potentially compromising treatment outcomes for patients with infections or pain [
19]. The significant proportion of respondents indicating that they could not find suitable alternatives within a reasonable timeframe (30.9% reported difficulty) raises concerns about continuity of care and the potential for adverse patient outcomes [
20]. This aligns with existing literature that suggests drug shortages can lead to increased hospitalization rates and complications, as healthcare providers struggle to manage patients with suboptimal alternatives [
19].
The SFDA benchmark provides an important national reference point for interpreting hospital-reported shortages. The concentration of SFDA-listed shortages in major therapeutic areas, particularly anti-infectives and antihypertensives, supports the view that SFDA surveillance is capturing clinically relevant supply pressures and can serve as an early warning signal for categories likely to affect hospital operations.
However, discrepancies between hospital-reported shortages and SFDA-listed shortages carry important practical implications. When a drug class is frequently reported as unavailable at the hospital level but is not reflected in SFDA shortage listings, this suggests the problem may originate from internal factors, such as procurement cycles, formulary management, or inventory distribution, rather than a true national supply disruption. Conversely, when SFDA-listed shortages are not prominently reported at the hospital level, it may indicate that the institution has developed effective mitigation strategies, such as therapeutic substitution protocols or buffer stock policies, that are buffering the national shortage from reaching the patient. Understanding the direction and pattern of these discrepancies is therefore critical: they can help hospital administrators to distinguish between system-level failures requiring regulatory intervention and facility-level gaps addressable through internal procurement and inventory reforms [
21].
The qualitative analysis of open-ended responses reflects the nature of drug shortages across diverse therapeutic classes. Filgrastim, a critical immunomodulatory agent in oncology, was the most frequently mentioned, aligning with recent literature that identifies cancer care as particularly vulnerable due to the complex supply chain and high reliance on active pharmaceutical ingredients (APIs). For instance, Adeyemo and Bunmi (2025) found that oncology drug shortages are increasingly driven by disruptions in API supply and lapses in Good Manufacturing Practices, leading to significant barriers in consistent treatment delivery [
22].
The reported shortages of Lorazepam and Acetaminophen extend the impact beyond oncology into mental health and primary care, reflecting what Janetzki et al. (2025) documented in their nationwide survey of Australian pharmacists: widespread shortages of everyday medications not only disrupted workflows but also burdened pharmacists with increased substitution tasks and administrative duties [
12]. These findings resonate with the current data showing that both acute (e.g., pain management) and chronic (e.g., anxiety disorders) treatment regimens are being undermined by erratic availability.
The implications of drug shortages on patient care are profound. While over half of the respondents perceived alternative medications to be adequately effective, nearly 31% indicated that alternatives were less effective than intended therapies, which could adversely affect patient outcomes [
23]. These findings reflect respondents’ perceptions and should not be interpreted as evidence of comparative clinical efficacy. Furthermore, the 44% of respondents reporting delayed care as a consequences of drug shortages underscore a critical gap in healthcare delivery, where timely access to medications is paramount for effective treatment [
24]. The variability in patient responses to alternative medications, with 13.94% refusing substitutes, further complicates the situation, suggesting that patient preferences and perceptions play a significant role in treatment adherence and satisfaction [
25].
This study also highlights significant gaps in the reporting of drug shortages to the Saudi Food and Drug Authority (SFDA). With 91.7% of respondents indicating that they had never reported a shortage, there is a clear disconnect between the incidence of shortages and the formal mechanisms in place for addressing them [
4]. The lack of familiarity with the SFDA’s reporting system among 71.7% of respondents points to a critical barrier that hinders effective communication and response to drug shortages [
25]. This gap in awareness and engagement may limit the SFDA’s ability to track and respond to supply disruptions, ultimately jeopardizing patient safety, and care quality.
Similar gaps were observed in patient awareness and engagement with regulatory reporting systems, mirroring findings in European and North American contexts [
26]. With only 1.7% of participants reporting shortages to the SFDA and over 85% unaware of the reporting system, there is an evident disconnect between policy frameworks and real-world implementation. In addition, this study highlights a significant gap in public understanding and utilization of formal mechanisms to address drug shortages. A substantial majority of respondents (65.3%) reported being uninformed about the causes of drug shortages, and only 13.2% were aware of the SFDA’s drug-shortage reporting system, further indicating severe underutilization of patient-centered pharmacovigilance tools.
These findings are consistent with European studies showing that patients are often unaware of formal reporting channels or lack confidence in their efficacy [
27]. Similar gaps were observed in Portugal; although 52.2% of patients had experienced a drug shortage, awareness and utilization of reporting systems remained limited [
28]. Bridging this gap requires targeted public education, streamlined reporting processes, and improved feedback mechanisms to enhance engagement with regulatory reporting systems and strengthen national drug-shortage surveillance.
In conclusion, the findings demonstrate that limited awareness, low engagement with formal reporting systems, and inadequate communication affect both healthcare professionals and healthcare users, resulting in underreporting of drug shortages and weakening coordinated regulatory responses.
Participants identified several factors contributing to drug shortages, with supply chain disruptions and local procurement processes being the most frequently cited. These findings align with existing literature that emphasizes the complexity of drug supply chains and the multifaceted or numerous challenges they face, from manufacturing delays to regulatory hurdles [
1]. In a five-year hospital-based analysis, drug shortages were primarily driven by regulatory issues and manufacturing delays (39%), followed by unknown causes (29%) and supply chain disruptions (10%), thereby highlighting the convergence of regulatory, production, and logistical factors shaping shortage patterns within hospital settings [
29]. The suggestions for enhancing supply chain management, improving communication, and fostering inter-facility collaboration reflect a comprehensive understanding of the multifaceted nature of this issue [
30]. Consistent with these complexities, our results demonstrate substantial variability in healthcare providers’ ability to manage shortages, with roughly one-third securing medication alternatives promptly, another third experiencing significant delays, and a critical minority unable to find suitable substitutes. These findings indicate that while most healthcare providers attempt proactive management of shortages through substitutions or referrals, a non-negligible number resort to patient-driven solutions or passive waiting strategies, which may compromise treatment continuity or patient safety. Moreover, the questionnaire responses regarding communication about impending drug shortages and perceptions of resolution timelines reveal critical insights into systemic inefficiencies and perceived variability across healthcare settings. These results suggest a degree of uncertainty or variability in experiences, as reflected by the high neutral response rate.
Although more participants agreed than disagreed that resolution times are reasonable, a significant portion were dissatisfied; this highlights the need to improve transparency and communication regarding timelines for shortage resolution. The qualitative responses to the open-ended query on strategies for mitigating drug shortages revealed five interrelated themes: supply chain optimization, communication and coordination including automated alerts, real-time tracking systems, and dynamic dashboards to update clinicians on drug status. These findings are consistent with previous reports highlighting the importance of timely information sharing, supply chain visibility, and coordinated stakeholder communication in reducing the impact of drug shortages.
Moreover, the call for regulatory reforms and direct procurement from manufacturers indicates a recognition that systemic changes are necessary to mitigate shortages effectively [
23]. These insights align with broader discussions in the field regarding the need for more robust supply chain frameworks and better coordination among stakeholders to ensure the availability of essential medications.
Although over half of the participants in this study reported no health impact due to drug shortages, a notable 47% experienced varying degrees of adverse effects, including increased anxiety, disease worsening, and hospitalization. These results align with prior international findings, which noted that shortages can cause treatment delays, forced substitutions, and compromised health outcomes [
27].
According to a study conducted in 2021, patients impacted by drug shortage experienced physiological distress from having to search for alternatives, worsened health conditions, delayed treatment, and higher out-of-pocket expenses [
28].
Moreover, a 2021 study across six European hospitals found that although many patients did not initially perceive drug shortages as problematic, those directly affected especially in oncology and hematology, reported serious consequences such as health deterioration and treatment interruptions [
26].
Approximately 28% of participants reported incurring additional expenses due to drug shortages. While most affected individuals spent SAR 201–500, some reported significantly higher costs, indicating variability in the financial burden experienced by patients. A similar financial impact has been documented in the United States by a report to Congress highlighting the impact of drug shortages on consumer costs. The financial burden on the patients was attributed to several factors, including increased prices of the shortage medications, higher costs of alternative medications, and indirect expenses such as travel, time burden, and the cost of multiple medical appointments [
31].
Nearly half of participants reported being prescribed alternative medications due to the unavailability of their usual treatment. While most rated the substitutes as similar or better in quality, a substantial minority (26.4%) believed the alternatives were inferior. Confidence in the safety and efficacy of these alternatives was also mixed, with 21.9% of respondents expressing low to no confidence.
These perceptions are clinically relevant, as negative beliefs about medication quality may reduce adherence and therapeutic effectiveness. Previous research supports this concern, emphasizing the need for transparent communication and regulatory assurance about substitute medication standards [
27]. A 2023 study reported that a substantial percentage of participants expressed a distrust towards generic medications compared to branded ones, in terms of quality, safety and efficacy, which indicates the need for targeted educational initiatives [
32].
Although this study has revealed interesting results in exploring the consequences of essential medicine shortages on healthcare professionals and users, several limitations must be acknowledged. This study was conducted within a single institution which may limit the ability to generalize the findings to other healthcare institutions. The relatively short data collection period may have influenced participant recruitment and sample representativeness. In addition, the cross-sectional design prevents us from establishing causal relationships or temporal trends. The use of convenience sampling may introduce selection bias, as the sample may not be fully representative of the broader population. Furthermore, reliance on self-reported data may introduce recall bias. Variability in the recall period across survey items may also affect comparability with SFDA-reported data. Finally, the findings reflect perceived experiences and were not verified using data sources such as inventory records or regulatory shortage databases.