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1.
Radiography (Lond) ; 30 Suppl 1: 108-116, 2024 Jun.
Article in English | MEDLINE | ID: mdl-39146889

ABSTRACT

INTRODUCTION: Global warming stands as a paramount public health issue of our time, and it is fundamental to explore approaches to green medical imaging departments/(MID). This study aims to map the existing actions in the literature that promote sustainable development in MID towards the promotion of environmental impact reduction. METHODS: Following the JBI methodology and the Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews (PRISMA-ScR), this literature search was conducted on MEDLINE, Embase and CINAHL to encompass studies published after 2013. Combinations of keywords and relevant terms related to environmental sustainability, recycling, medical waste, and greening radiology were applied for this review. Three independent reviewers screened abstracts, titles, and eligible full-text. Disagreement was solved through consensus. RESULTS: 38 out of 4630 articles met all inclusion criteria, and four additional articles were identified and added through reference search. A third of the studies included were published after 2022, and most were conducted in developed countries (36/41). Articles focused on computed tomography (9/41), magnetic resonance imaging (6/41), interventional radiology (4/41), conventional radiography (4/41), ultrasound (2/41), mixed modalities (10/41), or not applicable to an imaging modality (6/41). Four principal categories were identified to decrease ecological footprint: energy consumption, waste management, justification and environmental pollution. CONCLUSION: To minimise the environmental impact of MIDs raising awareness and promoting education is fundamental. Examinations must be justified adequately, energy consumption must be reduced, and waste management practices need to be implemented. Further studies are required to prioritise the most effective strategies, supporting decision-making among stakeholders. IMPLICATIONS FOR PRACTICE: Several strategies are already possible to implement to reduce the environmental impact of MIDs and improve the healthcare outcomes for patients.


Subject(s)
Diagnostic Imaging , Humans , Radiology Department, Hospital/organization & administration , Recycling , Environment , Sustainable Development , Global Warming
2.
Radiologia (Engl Ed) ; 66(4): 374-380, 2024.
Article in English | MEDLINE | ID: mdl-39089797

ABSTRACT

Coaching is an effective tool that seeks personal reflection as a way for people to find their own solutions. In this article we show our results when applying it in our Radiology Service. The article includes a bibliographic review on its potential applications in Medicine and in Radiology. We specifically reviewed the fields of improving self-care and preventing burnout as well as the teaching field, both for residents in training and for certified radiologists.


Subject(s)
Mentoring , Radiology Department, Hospital , Mentoring/methods , Humans , Radiology Department, Hospital/organization & administration , Burnout, Professional/prevention & control , Radiology/education , Internship and Residency/methods
3.
Radiographics ; 44(9): e230162, 2024 09.
Article in English | MEDLINE | ID: mdl-39146206

ABSTRACT

Inclusive leadership styles value team members, invite diverse perspectives, and recognize and support the contributions of employees. The authors provide guidance to radiology leaders interested in developing inclusive leadership skills and competencies to improve workforce recruitment and retention and unlock the potential of a rapidly diversifying health care workforce. As health care organizations look to attract the best and brightest talent, they will be increasingly recruiting millennial and Generation Z employees, who belong to the most diverse generations in American history. Additionally, radiology departments currently face critical workforce shortages in radiologists, radiology technicians, staff, and advanced practice providers. In the context of these shortages, the costs of employee turnover have emphasized the need for radiology leaders to develop leadership behaviors that promote recruitment and retention. Radiology department leaders who perceive and treat valued employees as replaceable commodities will be forced to deal with the extremely high costs associated with recruitment and training, decreased morale, and increased burnout. The authors review inclusive versus exclusive leadership styles, describe key attributes and skills of inclusive leaders, provide radiology leaders with concrete methods to make their organizations more inclusive, and outline key steps in change management. By adopting and implementing inclusive leadership strategies, radiology groups can position themselves to succeed in rapidly diversifying health care environments. ©RSNA, 2024 See the invited commentary by Siewert in this issue.


Subject(s)
Leadership , Radiology Department, Hospital , Humans , Radiology Department, Hospital/organization & administration , Personnel Selection , Radiologists , United States , Cultural Diversity , Radiology/organization & administration
4.
Tomography ; 10(8): 1320-1330, 2024 Aug 22.
Article in English | MEDLINE | ID: mdl-39195734

ABSTRACT

BACKGROUND: On 6 February 2023, two major earthquakes occurred in Turkey on the same day. More than 50,000 people died, and more than 100,000 people were injured in these earthquakes. The aim of this study is to contribute to disaster management plans by evaluating the functioning of a radiology department and the imaging examinations performed after this disaster. METHODS: The functioning of the radiology clinic at Malatya Training and Research Hospital in the first 24 h after the earthquake was evaluated. The images of 596 patients who were admitted to Malatya Training and Research Hospital for earthquake-related trauma between 6 February 2023, at 4:17 a.m. and 7 February 2023, at 4:17 a.m., and who underwent radiography and computed tomography (CT) were retrospectively reviewed. RESULTS: The mean age of the patients was 37.3 ± 20.1 years. A total of 313 (52.5%) patients were male. The most frequently performed imaging test was a CT scan. In total, 437 (73.3%) of 596 patients underwent a CT scan. At least one body part was affected in 160 patients (26.8%). The most commonly affected regions were the thorax, vertebrae, and extremities. Thoracic findings were observed in 52 patients (32.5%), vertebral findings in 52 patients (32.5%), and extremity findings in 46 patients (28.7%). Fractures were the most common finding in our study. Of the 160 patients with pathologic findings, 139 (86.9%) had evidence of fractures. CONCLUSIONS: The role of radiology in disasters is important. When disaster preparedness plans are made, radiology departments should be actively involved in these plans. This will ensure the quick and efficient functioning of radiology departments.


Subject(s)
Earthquakes , Tomography, X-Ray Computed , Wounds and Injuries , Humans , Male , Female , Adult , Turkey , Retrospective Studies , Middle Aged , Tomography, X-Ray Computed/methods , Wounds and Injuries/diagnostic imaging , Adolescent , Aged , Radiology Department, Hospital/organization & administration , Young Adult , Disaster Planning/methods , Disasters , Child
5.
Ann Ist Super Sanita ; 60(2): 145-153, 2024.
Article in English | MEDLINE | ID: mdl-38984629

ABSTRACT

INTRODUCTION: Since 2013, European countries have transposed the 2013/59/EURATOM Directive that lays down basic safety standards for protection against dangers arising from exposure to ionising radiation. In the years between the issuance of the European Directive and its formal transposition, Italian researchers investigated solutions to renew the technological, educational, and organizational culture in radiology departments. SCOPE: This article proposed a reflection on the contribution of Organizational Health Literacy (OHL) to implement Legislative Decree 101/2020 in the practice of Italian radiology departments. RESULTS: By implementing OHL principles, examinations with exposure to ionizing radiation and related informative processes could be personalized based on patients' knowledge, abilities, and competencies, as well as on the services' provision. These principles can be in fact integrated with the organizational, training, and management requirements set by the Directive. CONCLUSIONS: According with the state-of-the-art, decision-makers and health managers could support the application of OHL principles in Italian radiology departments.


Subject(s)
Health Literacy , Italy , Humans , Radiology Department, Hospital/organization & administration , Organizational Culture
7.
Curr Opin Urol ; 34(5): 390-395, 2024 Sep 01.
Article in English | MEDLINE | ID: mdl-38847801

ABSTRACT

PURPOSE OF REVIEW: There is an ever-growing focus on climate change and its impact on our society. With healthcare contributing a sizeable proportion of carbon emissions, the sector has a duty to address its environmental impact. We highlight the recent progress, current challenges, and future prospects for reducing the carbon footprint in diagnostic urology, specifically for imaging, without compromising patient care. RECENT FINDINGS: The review is separated into four key areas of recent research: the design of a green radiology department, considering both infrastructural as well as behavioural changes that promote sustainability; individual scanners, where we provide an update on recent technological advancements and changes in behaviour that may enhance sustainable use; responsible resource allocation, where it is important to derive the maximal benefit for patients through the smallest use of resources; the recent research regarding single versus reusable urologic endoscopes as a case example. SUMMARY: We offer an overview of the present sustainability landscape in diagnostic urology with the aim of encouraging additional research in areas where existing practices may be challenged. To protect the environment, attention is drawn to both more simple steps that can be taken as well as some more complex and expensive ones.


Subject(s)
Carbon Footprint , Carbon Footprint/statistics & numerical data , Humans , Urology/methods , Radiology Department, Hospital/organization & administration , Diagnostic Techniques, Urological/trends , Climate Change
8.
Radiology ; 311(2): e232329, 2024 05.
Article in English | MEDLINE | ID: mdl-38742975

ABSTRACT

Background High rates of provider burnout and turnover, as well as staffing shortages, are creating crises within radiology departments. Identifying ways to support health care workers, such as the Positively Energizing Leadership program, is important during these ongoing crises. Purpose To identify the relationship between leadership behaviors and workplace climate and health care worker outcomes (ie, burnout, intent to leave, and engagement) and to determine whether the positive leadership program could improve workplace climate and health care worker outcomes. Materials and Methods This prospective study involved two parts. First, a web-based survey was administered to faculty and staff in a breast imaging unit of a large academic medical center in February 2021 to identify relationships between leadership behaviors and workplace climate and health care worker outcomes. Second, a web-based survey was administered in February 2023, following the implementation of a positive leadership program, to determine improvement in engagement and reduction of burnout and intent to leave since 2021. Multiple regression, the Sobel test, Pearson correlation, and the t test were used, with a conservative significance level of P < .001. Results The sample consisted of 88 respondents (response rate, 95%) in 2021 and 85 respondents (response rate, 92%) in 2023. Leadership communication was associated with a positive workplace climate (ß = 0.76, P < .001) and a positive workplace climate was associated with improved engagement (ß = 0.53, P < .001), reduction in burnout (ß = -0.42, P < .001), and reduction in intent to leave (ß = -0.49, P < .001). Following a 2-year positive leadership program, improved perceptions were observed for leadership communication (pretest mean, 4.59 ± 1.51 [SD]; posttest mean, 5.80 ± 1.01; t = 5.97, P < .001), workplace climate (pretest mean, 5.09 ± 1.43; posttest mean, 5.77 ± 1.11; t = 3.35, P < .001), and engagement (pretest mean, 5.27 ± 1.20, posttest mean, 5.68 ± 0.96; t = 2.50, P < .01), with a reduction in burnout (pretest mean, 2.69 ± 0.94; posttest mean, 2.18 ± 0.74; t = 3.50, P < .001) and intent to leave (pretest mean, 3.12 ± 2.23; posttest mean, 2.56 ± 1.84; t = 1.78, P < .05). Conclusion After implementation of a positive leadership program in a radiology department breast imaging unit, burnout and intention to leave decreased among health care workers, while engagement increased. © RSNA, 2024 See also the editorial by Thrall in this issue.


Subject(s)
Burnout, Professional , Leadership , Humans , Burnout, Professional/psychology , Female , Prospective Studies , Surveys and Questionnaires , Radiology Department, Hospital/organization & administration , Adult , Male , Job Satisfaction , Intention , Personnel Turnover/statistics & numerical data , Workplace/psychology , Middle Aged
9.
Radiography (Lond) ; 30 Suppl 1: 9-16, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38797116

ABSTRACT

OBJECTIVES: This review aims to explore and thematically synthesize the existing literature on safety culture within the context of radiology. The primary objective is to identify key practices that effectively strengthen safety culture, highlighting the pivotal roles of leadership, effective teamwork, and interprofessional collaboration in these efforts. The review intends to showcase actionable recommendations that are particularly relevant to the radiology setting. KEY FINDINGS: The study highlights that effective leadership is fundamental in establishing and nurturing a safety-first approach within radiology departments. Key practices for promoting a safety culture include safety huddles, leadership walkarounds, quality learning boards, intentional patient rounding (frequent patient-care provider interactions), morbidity and mortality meetings, and multidisciplinary team rounds. These practices have been found to facilitate open communication and transparency, which are crucial elements in creating a sustainable safety culture. Additionally, the study underscores the significant role of radiology managers in driving these safety initiatives and acting as facilitators for a culture of safety, focused on long-term excellence and continuous improvement. CONCLUSION: The study concludes that a multifaceted and comprehensive approach is vital for fostering a safety culture in radiology departments, with a focus on sustainable excellence in patient care. The leadership role is critical in this process, with radiology managers being instrumental in implementing and maintaining effective safety practices. IMPLICATIONS FOR PRACTICE: This study provides best practices for sustainable safety culture in radiology departments. It advocates for healthcare managers to adopt and integrate these identified practices into their operational strategies. Continuous professional development, focusing on safety and quality in patient care, and fostering a collaborative environment for open discussion and learning from safety incidents are essential for the continued advancement and excellence of healthcare services.


Subject(s)
Leadership , Organizational Culture , Patient Safety , Radiology Department, Hospital , Safety Management , Humans , Safety Management/standards , Patient Safety/standards , Radiology Department, Hospital/standards , Radiology Department, Hospital/organization & administration , Patient Care Team/standards , Quality Improvement
10.
Emerg Radiol ; 31(3): 429-434, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38581613

ABSTRACT

Overnight radiology (ONR) is necessary for providing timely patient care but poses unique professional and personal challenges to the radiologists. Maintaining a sustainable, long-term overnight radiology program hinges on the retention of radiologists who grasp the institutional workflow and can adeptly navigate inherent disruptions while consistently delivering high-quality patient care. Design of radiology shifts can significantly impact the performance and well-being of radiologists, with downstream implications for patient care and risk management. We provide a narrative review of literature to make recommendations for optimally designing ONR shifts, with a focus on professional and personal challenges pertinent to overnight radiologists and system-based risk mitigation strategies.


Subject(s)
Radiology Department, Hospital , Humans , Radiology Department, Hospital/organization & administration , Workflow , Radiologists , Personnel Staffing and Scheduling , Risk Management
11.
Radiography (Lond) ; 30(3): 862-868, 2024 05.
Article in English | MEDLINE | ID: mdl-38582024

ABSTRACT

INTRODUCTION: New Zealand's shortage of medical imaging technicians has intensified due to factors like illness, the pandemic, and an ageing workforce. Addressing staff retention issues requires attention to intrinsic factors like workplace satisfaction and work-life balance. Self-rostering has proven effective in healthcare by enhancing work-life balance, job satisfaction, and retention, but it has not been implemented widely in radiology. This study aimed to explore the perceptions, benefits, and challenges of implementing AI-generated self-rostering in a radiology department through simulated trials. METHODS: This study simulated an AI-generated roster in a regional New Zealand radiology department, engaging 23 staff members. A mixed-methods approach included surveys and discussion groups. Community-based participatory action methodology guided discussion groups and informed modifications. RESULTS: The AI-generated self-rostering method demonstrated success by meeting a high percentage of shift preferences while fulfilling service demands. Participants perceived potential benefits in work-life balance and autonomy, though uncertainties persisted regarding implementation and fairness. Despite staff reservations, we found that an AI-generated self-rostering system may be fairer than manual self-rostering, while saving radiology staff time and cost. CONCLUSION: AI-generated self-rostering offers an innovative solution to an old problem. This self-rostering system provides a fair way for staff to have a say in the shifts they do, which increases feelings of work-life balance and autonomy. In this simulation, AI-generated self-rostering was well received, and most staff were receptive to moving to pilot the programme. IMPLICATIONS FOR PRACTICE: Self-rostering could be a potential solution to staff retention issues in radiology; we recommend a pilot study is implemented. When switching to self-rostering, departments should consider implementing one-on-one support systems to assist staff with entering preferences. Education is essential to encourage staff understanding and cooperation.


Subject(s)
Job Satisfaction , Personnel Staffing and Scheduling , Radiology Department, Hospital , Humans , New Zealand , Radiology Department, Hospital/organization & administration , Work-Life Balance , Female , Male , Surveys and Questionnaires , Adult
12.
Radiology ; 311(1): e240219, 2024 04.
Article in English | MEDLINE | ID: mdl-38652030

ABSTRACT

Climate change adversely affects the well-being of humans and the entire planet. A planetary health framework recognizes that sustaining a healthy planet is essential to achieving individual, community, and global health. Radiology contributes to the climate crisis by generating greenhouse gas (GHG) emissions during the production and use of medical imaging equipment and supplies. To promote planetary health, strategies that mitigate and adapt to climate change in radiology are needed. Mitigation strategies to reduce GHG emissions include switching to renewable energy sources, refurbishing rather than replacing imaging scanners, and powering down unused scanners. Radiology departments must also build resiliency to the now unavoidable impacts of the climate crisis. Adaptation strategies include education, upgrading building infrastructure, and developing departmental sustainability dashboards to track progress in achieving sustainability goals. Shifting practices to catalyze these necessary changes in radiology requires a coordinated approach. This includes partnering with key stakeholders, providing effective communication, and prioritizing high-impact interventions. This article reviews the intersection of planetary health and radiology. Its goals are to emphasize why we should care about sustainability, showcase actions we can take to mitigate our impact, and prepare us to adapt to the effects of climate change. © RSNA, 2024 Supplemental material is available for this article. See also the article by Ibrahim et al in this issue. See also the article by Lenkinski and Rofsky in this issue.


Subject(s)
Climate Change , Global Health , Humans , Greenhouse Gases , Radiology , Radiology Department, Hospital/organization & administration
13.
Pediatr Radiol ; 54(6): 936-943, 2024 05.
Article in English | MEDLINE | ID: mdl-38483592

ABSTRACT

Human factors engineering involves the study and development of methods aimed at enhancing performance, improving safety, and optimizing user satisfaction. The focus of human factors engineering encompasses the design of work environments and an understanding of human mental processes to prevent errors. In this review, we summarize the history, applications, and impacts of human factors engineering on the healthcare field. To illustrate these applications and impacts, we provide several examples of how successful integration of a human factors engineer in our pediatric radiology department has positively impacted various projects. The successful integration of human factors engineering expertise has contributed to projects including improving response times for portable radiography requests, deploying COVID-19 response resources, informing the redesign of scheduling workflows, and implementation of a virtual ergonomics program for remote workers. In sum, the integration of human factors engineering insight into our department has resulted in tangible benefits and has also positioned us as proactive contributors to broader hospital-wide improvements.


Subject(s)
Ergonomics , Pediatrics , Ergonomics/methods , Humans , Pediatrics/methods , Radiology Department, Hospital/organization & administration , Radiology/organization & administration , Radiology/methods , COVID-19/prevention & control , SARS-CoV-2
14.
Curr Probl Diagn Radiol ; 53(4): 503-506, 2024.
Article in English | MEDLINE | ID: mdl-38503598

ABSTRACT

INTRODUCTION: As opportunities for radiologists to subspecialize have increased, many avenues to organize Radiology department subspecialties exist. This study seeks to determine how academic U.S. Radiology departments structure themselves with respect to subspecialty divisions/sections, as there are no current standards for how Radiology departments are subdivided. Additionally, the extent of Radiology fellowships offered are assessed. The websites of academic U.S. Radiology departments, a highly influential source of information, were analyzed to perform this study. MATERIALS & METHODS: Radiology department websites of all allopathic U.S. medical schools (n = 148) were assessed for the following: presence/absence of Radiology department subdivisions, division/section labels, number of divisions/sections, division/section titles, presence/absence of Radiology fellowships, number of fellowships, and fellowships titles. RESULTS: 114/148 (77 %) medical schools had Radiology department websites. According to their respective websites, 66/114 (58 %) academic Radiology departments had subspecialty divisions/sections, whereas 48/114 (42 %) had no divisions/sections listed. Of the departments that had divisions/sections, the median number of divisions/sections per department was nine, and ranged from two to 14. Fellowships were offered at 82/114 (72 %) academic Radiology departments that had websites, and the median number was six, ranging from one to 13. CONCLUSION: There is marked heterogeneity of departmental organization across Radiology departments nationwide, likely due to the lack of current standards for how Radiology departments are subdivided into divisions/sections. Of the 77 % of medical schools that have Radiology department websites, only 58 % of departments listed divisions/sections, and 72 % posted fellowship offerings.


Subject(s)
Fellowships and Scholarships , Radiology Department, Hospital , Humans , United States , Radiology Department, Hospital/organization & administration , Radiology/education , Academic Medical Centers , Schools, Medical
15.
Radiography (Lond) ; 30(3): 709-714, 2024 05.
Article in English | MEDLINE | ID: mdl-38428194

ABSTRACT

INTRODUCTION: Hip fracture is a serious affliction that requires fast care and an X-ray examination, which are provided by an ambulance and a visit to the radiology department, respectively. If a well-functioning mobile X-ray service could be developed, by examining the patient in their own home, both the work strain of hospital workers and patient suffering could be reduced. The purpose of this study was to determine if the mobile X-ray service could be a supplement to the fast-track process that is utilised by the ambulance service. The study also examines other department's opinion of this implementation. METHODS: A mixed method was used where data from a Swedish hospital's local RIS/PACS was collected from 706 patients for quantitative analysis, and six personnel working at the hospital were interviewed to obtain qualitative data. RESULTS: The quantitative data demonstrates that the actual mobile X-ray service cannot act in such an acute manner as an ambulance service due to the staffing problems that the hospital is faced with, but with optimal staffing, radiographs with mobile X-ray service could be performed within an acute timeframe. The qualitative data shows that there is a strong wish for the mobile X-ray service to expand and be more active, but this requires a better staffing situation in the radiology department and better communication possibilities between other departments. CONCLUSION: The mobile X-ray service is desirable in the investigated region, and it could benefit both the emergency ward and the ambulance service, and it could function as infection control for geriatric patients, but more radiographers on staff is required if the service should be functional as a complement to the hip-"fast track". More studies on the subject are required. IMPLICATION FOR PRACTICE: A wide generalisation of the results is not applicable in this study, as mobile X-ray and the "hip fast track" is not a widespread service throughout Sweden. This means that this study only suggests trends, which needs to be studied further.


Subject(s)
Ambulances , Hip Fractures , Radiography , Humans , Hip Fractures/diagnostic imaging , Sweden , Mobile Health Units , Female , Male , Radiology Department, Hospital/organization & administration
17.
Semin Ultrasound CT MR ; 45(2): 134-138, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38373670

ABSTRACT

There are approximately 200 academic radiology departments in the United States. While academic medical centers vary widely depending on their size, complexity, medical school affiliation, research portfolio, and geographic location, they are united by their 3 core missions: patient care, education and training, and scholarship. Despite inherent differences, the current challenges faced by all academic radiology departments have common threads; potential solutions and future adaptations will need to be tailored and individualized-one size will not fit all. In this article, we provide an overview based on our experiences at 4 academic centers across the United States, from relatively small to very large size, and discuss creative and innovative ways to adapt, including community expansion, hybrid models of faculty in-person vs teleradiology (traditional vs non-traditional schedule), work-life integration, recruitment and retention, mentorship, among others.


Subject(s)
Academic Medical Centers , Humans , United States , Radiology Department, Hospital/organization & administration , Radiology/methods , Radiology/education , Radiology/trends
20.
J Am Coll Radiol ; 21(6): 905-913, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38159832

ABSTRACT

OBJECTIVE: This study aims to develop and evaluate a semi-automated workflow using natural language processing (NLP) for sharing positive patient feedback with radiology staff, assessing its efficiency and impact on radiology staff morale. METHODS: The HIPAA-compliant, institutional review board-waived implementation study was conducted from April 2022 to June 2023 and introduced a Patient Praises program to distribute positive patient feedback to radiology staff collected from patient surveys. The study transitioned from an initial manual workflow to a hybrid process using an NLP model trained on 1,034 annotated comments and validated on 260 holdout reports. The times to generate Patient Praises e-mails were compared between manual and hybrid workflows. Impact of Patient Praises on radiology staff was measured using a four-question Likert scale survey and an open text feedback box. Kruskal-Wallis test and post hoc Dunn's test were performed to evaluate differences in time for different workflows. RESULTS: From April 2022 to June 2023, the radiology department received 10,643 patient surveys. Of those surveys, 95.6% contained positive comments, with 9.6% (n = 978) shared as Patient Praises to staff. After implementation of the hybrid workflow in March 2023, 45.8% of Patient Praises were sent through the hybrid workflow and 54.2% were sent manually. Time efficiency analysis on 30-case subsets revealed that the hybrid workflow without edits was the most efficient, taking a median of 0.7 min per case. A high proportion of staff found the praises made them feel appreciated (94%) and valued (90%) responding with a 5/5 agreement on 5-point Likert scale responses. CONCLUSION: A hybrid workflow incorporating NLP significantly improves time efficiency for the Patient Praises program while increasing feelings of acknowledgment and value among staff.


Subject(s)
Natural Language Processing , Radiology Department, Hospital , Workflow , Humans , Radiology Department, Hospital/organization & administration , Patient Satisfaction , Efficiency, Organizational , Surveys and Questionnaires , Automation , Attitude of Health Personnel , Morale
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