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Alam T, Pardee M, Ammerman B, Eagle M, Shakoor K, Jones H. Using digital communication tools to improve interprofessional collaboration and satisfaction in a student-run free clinic. J Am Assoc Nurse Pract 2024:01741002-990000000-00234. [PMID: 39042297 DOI: 10.1097/jxx.0000000000001053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Accepted: 06/12/2024] [Indexed: 07/24/2024]
Abstract
BACKGROUND Interprofessional collaboration can improve the quality of care in complex health conditions often seen in underserved populations. Communication is key to effective collaboration, and digital communication tools can enhance information sharing, collaboration, and satisfaction between professionals, especially when teams are distanced. LOCAL PROBLEM In a semirural student-run free clinic that provides care to uninsured and underinsured patients with multifaceted health issues, there is a gap in communication and collaboration across interprofessional teams because of the frequent rotation of various staff, part-time hours, and electronic health record (EHR) function and interoperability limitations. METHODS The aim of this nurse practitioner-led quality improvement project was to determine whether implementing digital communication tools could enhance communication and improve provider collaboration and satisfaction during clinical decision-making among the several interprofessional teams at the student-run free clinic. INTERVENTIONS Digital communication tools were implemented in a two-part intervention: (1) virtual case conferences to discuss patient care plans and (2) an EHR-linked tool to document the care plans. RESULTS Survey evaluation across six virtual case conferences found above-average ratings for collaboration, satisfaction, and usability of the EHR-linked tool. There was a 15.78% improvement in global collaboration from the first to third conference, with a sustained improvement of 11.49%. Satisfaction improved by 4.62% from the first to the fourth conference. CONCLUSION Digital communication tools can facilitate efficient communication and collaboration among staff while providing a more streamlined approach to patient care. These technologies can be useful in similar settings, especially when teams are distanced.
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Affiliation(s)
- Tracy Alam
- Department of Health Behavior and Biological Sciences, University of Michigan School of Nursing, Ann Arbor, Michigan
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2
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Lin PH, Kuo PH, Chen KL. Developmental Prediction of Poststroke Patients in Activities of Daily Living by Using Tree-Structured Parzen Estimator-Optimized Stacking Ensemble Approaches. IEEE J Biomed Health Inform 2024; 28:2745-2758. [PMID: 38437144 DOI: 10.1109/jbhi.2024.3372649] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/06/2024]
Abstract
Poststroke injuries limit the daily activities of patients and cause considerable inconvenience. Therefore, predicting the activities of daily living (ADL) results of patients with stroke before hospital discharge can assist clinical workers in formulating more personalized and effective strategies for therapeutic intervention, and prepare hospital discharge plans that suit the patients needs. This study used the leave-one-out cross-validation procedure to evaluate the performance of the machine learning models. In addition, testing methods were used to identify the optimal weak learners, which were then combined to form a stacking model. Subsequently, a hyperparameter optimization algorithm was used to optimize the model hyperparameters. Finally, optimization algorithms were used to analyze each feature, and features of high importance were identified by limiting the number of features to be included in the machine learning models. After various features were fed into the learning models to predict the Barthel index (BI) at discharge, the results indicated that random forest (RF), adaptive boosting (AdaBoost), and multilayer perceptron (MLP) produced suitable results. The most critical prediction factor of this study was the BI at admission. Machine learning models can be used to assist clinical workers in predicting the ADL of patients with stroke at hospital discharge.
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3
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Kushniruk A, Heidebrecht C, Zettler A, Pearce J, Cunha R, Quan S, Mansfield E, Tang T. The Perceived Ease of Use and Perceived Usefulness of a Web-Based Interprofessional Communication and Collaboration Platform in the Hospital Setting: Interview Study With Health Care Providers. JMIR Hum Factors 2023; 10:e39051. [PMID: 36689261 PMCID: PMC9947815 DOI: 10.2196/39051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 09/12/2022] [Accepted: 09/12/2022] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND Hospitalized patients with complex care needs require an interprofessional team of health professionals working together to support their care in hospitals and during discharge planning. However, interprofessional communication and collaboration in inpatient settings are often fragmented and inefficient, leading to poor patient outcomes and provider frustration. Health information technology can potentially help improve team communication and collaboration; however, to date, evidence of its effectiveness is lacking. There are also concerns that current implementations might further fragment communication and increase the clinician burden without proven benefits. OBJECTIVE In this study, we aimed to generate transferrable lessons for future designers of health information technology tools that facilitate team communication and collaboration. METHODS A secondary analysis of the qualitative component of the mixed methods evaluation was performed. The electronic communication and collaboration platform was implemented in 2 general internal medicine wards in a large community teaching hospital in Mississauga, Ontario, Canada. Fifteen inpatient clinicians in those wards, including nurses, physicians, and allied health care providers, were recruited to participate in semistructured interviews about their experience with a co-designed electronic communication and collaboration tool. Data were analyzed using the Technology Acceptance Model, and themes related to the constructs of perceived ease of use (PEOU) and perceived usefulness (PU) were identified. RESULTS A secondary analysis guided by the Technology Acceptance Model highlighted important points. Intuitive design precluded training as a barrier to use, but lack of training may hinder participants' PEOU if features designed for efficiency are not discovered by users. Organized information was found to be useful for creating a comprehensive clinical picture of each patient and facilitating improved handovers. However, information needs to be both comprehensive and succinct, and information overload may negatively impact PEOU. The mixed paper and electronic practice environment also negatively impacted PEOU owing to unavoidable double documentation and the need for printing. Participants perceived the tool to be useful as it improved efficiency in information retrieval and documentation, improved the handover process, afforded another mode of communication when face-to-face communication was impractical, and improved shared awareness. The PU of this tool depends on its optimal use by all team members. CONCLUSIONS Electronic tools can support communication and collaboration among interprofessional teams caring for patients with complex needs. There are transferable lessons learned that can improve the PU and PEOU of future systems.
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Affiliation(s)
| | | | - Andrea Zettler
- Institute for Better Health, Trillium Health Partners, Mississauga, ON, Canada
| | - Jacklyn Pearce
- Bellwoods Centres for Community Living Inc, Toronto, ON, Canada
| | - Rafael Cunha
- Institute for Better Health, Trillium Health Partners, Mississauga, ON, Canada
| | | | - Elizabeth Mansfield
- Institute for Better Health, Trillium Health Partners, Mississauga, ON, Canada
| | - Terence Tang
- Institute for Better Health, Trillium Health Partners, Mississauga, ON, Canada.,Department of Medicine, University of Toronto, Toronto, ON, Canada
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Oostra DL, Fierkens C, Alewijnse MEJ, Olde Rikkert MGM, Nieuwboer MS, Perry M. Implementation of interprofessional digital communication tools in primary care for frail older adults: An interview study. J Interprof Care 2022; 37:362-370. [PMID: 35862572 PMCID: PMC10153063 DOI: 10.1080/13561820.2022.2086858] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
Communication and coordination between primary healthcare professionals and informal caregivers involved in the care for frail older adults is suboptimal and could benefit from interprofessional digital communication tools. Implementation in daily practice however frequently fails. We aim to identify generic barriers and facilitators experienced by healthcare professionals and informal caregivers during implementation of interprofessional communication tools to improve their long-term use. Qualitative content analysis using individual semi-structured interviews was used for evaluating three different digital communication tools used by interprofessional primary care networks for frail older adults by 28 professionals and 10 caregivers. After transcription and open coding, categories and themes were identified. Barriers and facilitators were related to: tool characteristics, context of use, involvement of professionals and caregivers. The tool improved availability, approachability and users' involvement. The large number of digital systems professionals simultaneously use, and different work agreements hampered tool use. The tools facilitated care coordination, and professionals declared to be better informed about patients' current situations. Overall, interprofessional digital communication tools can facilitate communication in networks for primary elderly care. However, integration between digital systems is needed to reduce the number of tools. Organizations and policy makers have an important role in realizing the tools' long-term use.
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Affiliation(s)
- Dorien L Oostra
- Department of Geriatric Medicine, Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands.,Radboudumc Alzheimer Center, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Carlien Fierkens
- Department of Geriatric Medicine, Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
| | - Marloes E J Alewijnse
- Department of Geriatric Medicine, Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
| | - Marcel G M Olde Rikkert
- Radboudumc Alzheimer Center, Radboud University Medical Center, Nijmegen, The Netherlands.,Department of Geriatric Medicine, Radboud University Medical Center, Donders Institute for Brain Cognition and Behaviour, Nijmegen, The Netherlands
| | - Minke S Nieuwboer
- Radboudumc Alzheimer Center, Radboud University Medical Center, Nijmegen, The Netherlands.,Academy of Health and Vitality, HAN University of Applied Sciences, Nijmegen, The Netherlands
| | - Marieke Perry
- Radboudumc Alzheimer Center, Radboud University Medical Center, Nijmegen, The Netherlands.,Department of Geriatric Medicine, Radboud University Medical Center, Donders Institute for Brain Cognition and Behaviour, Nijmegen, The Netherlands.,Department of Primary and Community Care, Radboud University Medical Center, Donders Institute for Brain Cognition and Behaviour, Nijmegen, The Netherlands
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MacKenzie B, Anaya G, Hu J, Brickman A, Elkin PL, Panesar M. Defining Data Migration Across Multidisciplinary Ambulatory Clinics Using Participatory Design. Appl Clin Inform 2021; 12:251-258. [PMID: 33792009 DOI: 10.1055/s-0041-1726032] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
OBJECTIVE This study aimed to develop an institutional approach for defining data migration based on participatory design principles. METHODS We outline a collaborative approach to define data migration as part of an electronic health record (EHR) transition at an urban hospital with 20 ambulatory clinics, based on participatory design. We developed an institution-specific list of data for migration based on physician end-user feedback. In this paper, we review the project planning phases, multidisciplinary governance, and methods used. RESULTS Detailed data migration feedback was obtained from 90% of participants. Depending on the specialty, requests for historical laboratory values ranged from 2 to as many as 145 unique laboratory types. Lookback periods requested by physicians varied and were ultimately assigned to provide the most clinical data. This clinical information was then combined to synthesize an overall proposed data migration request on behalf of the institution. CONCLUSION Institutions undergoing an EHR transition should actively involve physician end-users and key stakeholders. Physician feedback is vital for developing a clinically relevant EHR environment but is often difficult to obtain. Challenges include physician time constraints and overall knowledge about health information technology. This study demonstrates how a participatory design can serve to improve the clinical end-user's understanding of the technical aspects of an EHR implementation, as well as enhance the outcomes of such projects.
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Affiliation(s)
- Brianne MacKenzie
- Department of Biomedical Informatics, The State University of New York at Buffalo, Buffalo, New York, United States
| | - Gabriel Anaya
- Department of Biomedical Informatics, The State University of New York at Buffalo, Buffalo, New York, United States
| | - Jinwei Hu
- Department of Biomedical Informatics, The State University of New York at Buffalo, Buffalo, New York, United States
| | - Arlen Brickman
- Department of Biomedical Informatics, The State University of New York at Buffalo, Buffalo, New York, United States
| | - Peter L Elkin
- Department of Biomedical Informatics, The State University of New York at Buffalo, Buffalo, New York, United States.,Department of Veterans Affairs, Western New York, Buffalo, United States
| | - Mandip Panesar
- Department of Biomedical Informatics, The State University of New York at Buffalo, Buffalo, New York, United States.,Erie County Medical Center, Buffalo, New York, United States
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Steele Gray C, Tang T, Armas A, Backo-Shannon M, Harvey S, Kuluski K, Loganathan M, Nie JX, Petrie J, Ramsay T, Reid R, Thavorn K, Upshur R, Wodchis WP, Nelson M. Building a Digital Bridge to Support Patient-Centered Care Transitions From Hospital to Home for Older Adults With Complex Care Needs: Protocol for a Co-Design, Implementation, and Evaluation Study. JMIR Res Protoc 2020; 9:e20220. [PMID: 33237037 PMCID: PMC7725647 DOI: 10.2196/20220] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2020] [Revised: 08/10/2020] [Accepted: 09/13/2020] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Older adults with multimorbidity and complex care needs (CCN) are among those most likely to experience frequent care transitions between settings, particularly from hospital to home. Transition periods mark vulnerable moments in care for individuals with CCN. Poor communication and incomplete information transfer between clinicians and organizations involved in the transition from hospital to home can impede access to needed support and resources. Establishing digitally supported communication that enables person-centered care and supported self-management may offer significant advantages as we support older adults with CCN transitioning from hospital to home. OBJECTIVE This protocol outlines the plan for the development, implementation, and evaluation of a Digital Bridge co-designed to support person-centered health care transitions for older adults with CCN. The Digital Bridge builds on the foundation of two validated technologies: Care Connector, designed to improve interprofessional communication in hospital, and the electronic Patient-Reported Outcomes (ePRO) tool, designed to support goal-oriented care planning and self-management in primary care settings. This project poses three overarching research questions that focus on adapting the technology to local contexts, evaluating the impact of the Digital Bridge in relation to the quadruple aim, and exploring the potential to scale and spread the technology. METHODS The study includes two phases: workflow co-design (phase 1), followed by implementation and evaluation (phase 2). Phase 1 will include iterative co-design working groups with patients, caregivers, hospital providers, and primary care providers to develop a transition workflow that will leverage the use of Care Connector and ePRO to support communication through the transition process. Phase 2 will include implementation and evaluation of the Digital Bridge within two hospital systems in Ontario in acute and rehab settings (600 patients: 300 baseline and 300 implementation). The primary outcome measure for this study is the Care Transitions Measure-3 to assess transition quality. An embedded ethnography will be included to capture context and process data to inform the implementation assessment and development of a scale and spread strategy. An Integrated Knowledge Translation approach is taken to inform the study. An advisory group will be established to provide insight and feedback regarding the project design and implementation, leading the development of the project knowledge translation strategy and associated outputs. RESULTS This project is underway and expected to be complete by Spring 2024. CONCLUSIONS Given the real-world implementation of Digital Bridge, practice changes in the research sites and variable adherence to the implementation protocols are likely. Capturing and understanding these considerations through a mixed-methods approach will help identify the range of factors that may influence study results. Should a favorable evaluation suggest wide adoption of the proposed intervention, this project could lead to positive impact at patient, clinician, organizational, and health system levels. TRIAL REGISTRATION ClinicalTrials.gov NCT04287192; https://clinicaltrials.gov/ct2/show/NCT04287192. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) PRR1-10.2196/20220.
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Affiliation(s)
- Carolyn Steele Gray
- Bridgepoint Collaboratory for Research and Innovation, Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, ON, Canada
- Institute for Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Terence Tang
- Institute for Better Health, Trillium Health Partners, Toronto, ON, Canada
- Department of Family and Community Medicine, University of Toronto, Toronto, ON, Canada
| | - Alana Armas
- Bridgepoint Collaboratory for Research and Innovation, Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, ON, Canada
| | - Mira Backo-Shannon
- Clinical, Health System Strategy, Integration and Planning, Ontario Health (Central Region), Mississauga Halton Local Health Integration Network, Toronto, ON, Canada
| | | | - Kerry Kuluski
- Institute for Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
- Institute for Better Health, Trillium Health Partners, Toronto, ON, Canada
| | - Mayura Loganathan
- Department of Family and Community Medicine, University of Toronto, Toronto, ON, Canada
- Mount Sinai Academic Family Health Team, Toronto, ON, Canada
| | - Jason X Nie
- Institute for Better Health, Trillium Health Partners, Toronto, ON, Canada
| | - John Petrie
- Institute for Better Health, Trillium Health Partners, Toronto, ON, Canada
| | - Tim Ramsay
- Ottawa Methods Centre, Ottawa Hospital Research Institute, The Ottawa Hospital, Ottawa, ON, Canada
- School of Epidemiology, Public Health and Preventative Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Robert Reid
- Institute for Better Health, Trillium Health Partners, Toronto, ON, Canada
| | - Kednapa Thavorn
- Ottawa Methods Centre, Ottawa Hospital Research Institute, The Ottawa Hospital, Ottawa, ON, Canada
- School of Epidemiology, Public Health and Preventative Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Ross Upshur
- Bridgepoint Collaboratory for Research and Innovation, Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, ON, Canada
- Department of Family and Community Medicine, University of Toronto, Toronto, ON, Canada
| | - Walter P Wodchis
- Institute for Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
- Institute for Better Health, Trillium Health Partners, Toronto, ON, Canada
| | - Michelle Nelson
- Bridgepoint Collaboratory for Research and Innovation, Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, ON, Canada
- Institute for Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
- March of Dimes Canada, Toronto, ON, Canada
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Leeb RT, Cree RA, Aird L, DeBiasi RL, Driggers RW, Garbarczyk E, Mofenson LM, Needle S, Rodriguez J, Curry C, García F, Godfred-Cato S, Hawks D, Rosenblum E, Dziuban E, Hudak M. A Framework for Coordination between Obstetric and Pediatric Providers in Public Health Emergencies: Lessons Learned from the Zika Outbreak in the United States, 2015 to 2017. Am J Perinatol 2020; 37:982-990. [PMID: 32438426 PMCID: PMC7416207 DOI: 10.1055/s-0040-1712104] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Emergency response to emerging threats with the potential for vertical transmission, such as the 2015 to 2017 response to Zika virus, presents unique clinical challenges that underscore the need for better communication and care coordination between obstetric and pediatric providers to promote optimal health for women and infants. Published guidelines for routine maternal-infant care during the perinatal period, and models for transitions of care in various health care settings are available, but no broad framework has addressed coordinated multidisciplinary care of the maternal-infant dyad during emergency response. We present a novel framework and strategies to improve care coordination and communication during an emergency response. The proposed framework includes (1) identification and collection of critical information to inform care, (2) key health care touchpoints for the maternal-infant dyad, and (3) primary pathways of communication and modes of transfer across touchpoints, as well as practical strategies. This framework and associated strategies can be modified to address the care coordination needs of pregnant women and their infants with possible exposure to other emerging infectious and noninfectious congenital threats that may require long-term, multidisciplinary management. KEY POINTS: · Emerging congential threats present unique coordination challenges for obstetric and pediatric clinicians during emergency response.. · We present a framework to help coodinate care of pregnant women/infants exposed to congenital threats.. · The framework identifies critical information to inform care, health care touchpoints, and communication/information transfer pathways..
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Affiliation(s)
- Rebecca T. Leeb
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, Georgia,Address for correspondence Rebecca T. Leeb, PhD National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention4770 Buford Highway, Mailstop S106-4, Atlanta, GA 30341
| | - Robyn A. Cree
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, Georgia
| | - Laura Aird
- Emerging Threats and Disaster Management, Pediatric Population Health, Department of Healthy Resilient Children, Youth and Families, American Academy of Pediatrics, Itasca, Illinois
| | - Roberta L. DeBiasi
- Division of Pediatric Infectious Diseases, Children’s National Hospital/Children’s National Research Institute, Immunology and Tropical Medicine, The George Washington University School of Medicine and Health Sciences, Washington, District of Columbia
| | - Rita W. Driggers
- Johns Hopkins University School of Medicine, Sibley Memorial Hospital, Johns Hopkins Medicine, Washington, District of Columbia
| | - Elizabeth Garbarczyk
- Division of State Coverage Programs, Center for Medicaid & CHIP Services, Centers for Medicare and Medicaid Services, Baltimore, Maryland
| | - Lynne M. Mofenson
- Elizabeth Glaser Pediatric AIDS Foundation, Washington, District of Columbia
| | | | - Jeannie Rodriguez
- National Association of Pediatric Nurse Practitioners, New York, New York,Emory University Nell Hodgson Woodruff School of Nursing, Atlanta, Georgia
| | - Christine Curry
- University of Miami, Miller School of Medicine, Miami, Florida
| | | | - Shana Godfred-Cato
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, Georgia
| | - Debra Hawks
- Practice Activities, Obstetrics and Immunization, American College of Obstetricians and Gynecologists, Washington, District of Columbia
| | - Elizabeth Rosenblum
- Department of Family Medicine & Public Health, Universtiy of California San Diego, San Diego, California
| | - Eric Dziuban
- Center for Global Health, Centers for Disease Prevention and Control, Windhoek, Namibia
| | - Mark Hudak
- Department of Pediatrics, University of Florida College of Medicine–Jacksonville, Jacksonville, Florida
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Armstrong G. Quality and Safety Education for Nurses Teamwork and Collaboration Competency: Empowering Nurses. J Contin Educ Nurs 2019; 50:252-255. [DOI: 10.3928/00220124-20190516-04] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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