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Chandeying N, Thongseiratch T. Systematic review and meta-analysis comparing educational and reminder digital interventions for promoting HPV vaccination uptake. NPJ Digit Med 2023; 6:162. [PMID: 37644090 PMCID: PMC10465590 DOI: 10.1038/s41746-023-00912-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Accepted: 08/16/2023] [Indexed: 08/31/2023] Open
Abstract
Global Human papillomavirus (HPV) vaccination rates remain low despite available WHO-approved vaccines. Digital interventions for promoting vaccination uptake offer a scalable and accessible solution to this issue. Here we report a systematic review and meta-analysis examining the efficacy of digital interventions, comparing educational and reminder approaches, for promoting HPV vaccination uptake (HVU). This study also identifies factors influencing the effectiveness of these interventions. We searched PubMed, PsycInfo, Web of Science, and the Cochrane Library from each database's inception to January 2023. Three raters independently evaluate the studies using a systematic and blinded method for resolving disagreements. From 1929 references, 34 unique studies (281,280 unique participants) have sufficient data. Client reminder (OR, 1.41; 95% CI, 1.23-1.63; P < 0.001), provider reminder (OR, 1.39; 95% CI, 1.11-1.75; P = 0.005), provider education (OR, 1.18; 95% CI, 1.05-1.34; P = 0.007), and client education plus reminder interventions (OR, 1.29; 95% CI, 1.04-1.59; P = 0.007) increase HVU, whereas client education interventions do not (OR, 1.08; 95% CI, 0.92-1.28; P = 0.35). Digital intervention effectiveness varies based on participants' gender and the digital platform used. Interventions targeting male or mixed-gender participants demonstrate greater benefit, and reminder platforms (SMS, preference reminders, or electronic health record alerts) are more effective in increasing HVU. Digital interventions, particularly client and provider reminders, along with provider education, prove significantly more effective than client education alone. Incorporating digital interventions into healthcare systems can effectively promote HPV vaccination uptake. Reminder interventions should be prioritized for promoting HVU.
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Affiliation(s)
- Nutthaporn Chandeying
- Gynecologic Oncology Unit, Department of Obstetrics and Gynecology, Faculty of Medicine, Vajira Hospital, Navamindradhiraj University, Bangkok, Thailand
| | - Therdpong Thongseiratch
- Child Development Unit, Department of Pediatrics, Faculty of Medicine, Prince of Songkla University, Songkhla, Thailand.
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Dutta S, McEvoy DS, Stump T, McCabe J, Mahendra-Rajah A, McMurry R, White BA, Rubins D. Clinical Decision Support Reduces Unnecessary Tetanus Vaccinations in the Emergency Department. Ann Emerg Med 2021; 78:370-380. [PMID: 33975733 DOI: 10.1016/j.annemergmed.2021.02.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2020] [Revised: 02/15/2021] [Accepted: 02/19/2021] [Indexed: 11/17/2022]
Abstract
STUDY OBJECTIVE Tetanus is the most common vaccination given in the emergency department; yet, administrations of tetanus vaccine boosters in the ED may not comply with the US Centers for Disease Control and Prevention's recommended vaccination schedule. We implemented a clinical decision support alert in the electronic health record that warned providers when ordering a tetanus vaccine if a prior one had been given within 10 years and studied its efficacy to reduce potentially unnecessary vaccines in the ED. METHODS This was a retrospective, quasi-experimental, 1-group, pretest-posttest study in 3 hospital EDs in Boston, MA. We studied adult patients for whom tetanus vaccines were ordered despite a history of vaccination within the prior 10 years. We compared the number of potentially unnecessary tetanus vaccine administrations in a baseline phase (when the clinical decision support alert was not visible) versus an intervention phase. RESULTS Of eligible patients, 22.1% (95% confidence interval [CI] 21.8% to 22.4%) had prior tetanus vaccines within 5 years, 12.8% (95% CI 12.5% to 13.0%) within 5 to 10 years, 3.8% (95% CI 3.6% to 3.9%) more than 10 years ago, and 61.3% (95% CI 60.9% to 61.7%) had no prior tetanus vaccination documentation. Of 60,983 encounters, 337 met the inclusion criteria. A tetanus vaccination was administered in 91% (95% CI 87% to 96%) of encounters in the baseline phase, compared to 55% (95% CI 47% to 62%) during the intervention. The absolute risk reduction was 36.7% (95% CI 28.0% to 45.4%), and the number of encounters needed to alert to avoid 1 potentially unnecessary tetanus vaccine (number needed to treat) was 2.7 (95% CI 2.2% to 3.6%). For patients with tetanus vaccines within the prior 5 years, the absolute risk reduction was 47.9% (95% CI 35.5 % to 60.3%) and the number needed to treat was 2.1 (95% CI 1.7% to 2.8%). CONCLUSION A clinical decision support alert that warns ED clinicians that a patient may have an up-to-date tetanus vaccination status reduces potentially unnecessary vaccinations.
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Affiliation(s)
- Sayon Dutta
- Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA; Massachusetts General Brigham Digital Health, Boston, MA; Harvard Medical School, Boston, MA.
| | | | - Timothy Stump
- Massachusetts General Brigham Digital Health, Boston, MA
| | - Jonathan McCabe
- Department of Emergency Medicine, Brigham and Women's Hospital, Boston, MA; Massachusetts General Brigham Digital Health, Boston, MA
| | | | - Reid McMurry
- Boston University School of Medicine, Boston, MA
| | - Benjamin A White
- Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA; Harvard Medical School, Boston, MA
| | - David Rubins
- Massachusetts General Brigham Digital Health, Boston, MA
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Mahmoud AS, Alkhenizan A, Shafiq M, Alsoghayer S. The impact of the implementation of a clinical decision support system on the quality of healthcare services in a primary care setting. J Family Med Prim Care 2021; 9:6078-6084. [PMID: 33681044 PMCID: PMC7928113 DOI: 10.4103/jfmpc.jfmpc_1728_20] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2020] [Revised: 10/27/2020] [Accepted: 11/24/2020] [Indexed: 11/04/2022] Open
Abstract
Background In July 2015, King Faisal Hospital Family Medicine clinics (KFH-FMC) successfully implemented a paperless, fully integrated, electronic healthcare system. The aim of this study is to evaluate the impact of moving to a fully integrated electronic medical record system, with clinical decision support (CDS) systems, on the quality of healthcare services in a primary care setting. We aim to evaluate the impact of CDS on clinical outcomes such as screening and diagnosis of breast and colorectal cancers, as well as the management of chronic diseases such as diabetes and hypertension, and the uptake of immunizations. Inclusion and Exclusion Criteria Our study included all adult patients, over the age of 18, registered in the Family Medicine clinic linked to King Faisal Hospital, seen between January 2012 and December 2018. Design Retrospective cohort study. Setting Family Medicine clinics at King Faisal Hospital (KFH-FMC). Materials and Methods Data were collected retrospectively from the electronic health records of all adult patients above 18 years of age, who were seen in KFH-FMC between January 2012 and December 2018. We analyzed several processes of care and a number of clinical outcomes, comparing results for the three and a half years before CDS implementation with the three and a half years after implementation. Data collected included blood pressure measurements, lipid levels, HbA1c for diabetic patients, screening tests done, including PAP smear, mammogram, fecal occult blood tests, and bone densitometry. Other data included cancer diagnoses and immunizations received. Results Significant increases were found in adult vaccine uptake ranging from an 11-fold increase in influenza uptake, to a 22-fold increase in pneumococcal 23 uptake. The uptake of all the cancer screening tests increased (FOB 66%, mammogram 33%, PAP smear 16%). Diagnoses of breast and colorectal cancer showed significant increases. Breast cancer diagnoses increased from 2 to 14, and colorectal cancer from 3 to 11. No significant improvement was found in chronic disease outcomes. Discussion The electronic health record with CDS led to significantly improved uptake of immunizations and screening tests, with earlier diagnoses of breast and colon cancer. Evidence of improvement in chronic disease outcomes is still lacking.
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Affiliation(s)
- Ahmed Sherif Mahmoud
- Department of Family Medicine and Polyclinics, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
| | - Abdullah Alkhenizan
- Department of Family Medicine and Polyclinics, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
| | - Mohammed Shafiq
- Department of Family Medicine and Polyclinics, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
| | - Suad Alsoghayer
- Department of Family Medicine and Polyclinics, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
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Gatwood J, Shuvo S, Hohmeier KC, Hagemann T, Chiu CY, Tong R, Ramachandran S. Pneumococcal vaccination in older adults: An initial analysis of social determinants of health and vaccine uptake. Vaccine 2020; 38:5607-5617. [DOI: 10.1016/j.vaccine.2020.06.077] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Revised: 06/26/2020] [Accepted: 06/29/2020] [Indexed: 01/15/2023]
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Bach AT, Kang AY, Lewis J, Xavioer S, Portillo I, Goad JA. Addressing common barriers in adult immunizations: a review of interventions. Expert Rev Vaccines 2019; 18:1167-1185. [PMID: 31791159 DOI: 10.1080/14760584.2019.1698955] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Introduction: Low levels of adult vaccination have been documented in the United States and globally. Research has been conducted to identify reasons for low immunization rates; however, the most useful studies are those that implemented interventions for identified barriers to evaluate their impact on rates of immunization. Identifying successful interventions provides immunization providers with evidence-based methods that can be utilized to increase the uptake of recommended vaccines.Areas covered: This review focuses on known barriers to adult immunizations and the interventions available in the literature to overcome these barriers. It outlines interventions that may increase vaccine uptake in the adult population through addressing barriers related to lack of vaccine knowledge, cost, access, provider and practice-based challenges, and racial and ethnic disparities.Expert opinion: Improving adult immunization rates is critical to protecting a population against vaccine-preventable diseases. Those interventions that appeared to increase immunization rates in the adult population included education and reminders about vaccination using text and telephone calls, low-cost or subsidized vaccines, easy access to immunization services, and understanding the cultural and social needs of different racial and ethnic populations. It is likely that an evidence-based multimodal approach using different categories of interventions is necessary to significantly improve adult immunization rates.
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Affiliation(s)
- Albert T Bach
- Assistant Professor of Pharmacy Practice, School of Pharmacy, Chapman University, Irvine, CA, USA
| | - Amy Y Kang
- Assistant Professor of Pharmacy Practice, School of Pharmacy, Chapman University, Irvine, CA, USA
| | - Jelena Lewis
- Assistant Professor of Pharmacy Practice, School of Pharmacy, Chapman University, Irvine, CA, USA
| | - Sharon Xavioer
- Assistant Professor of Pharmacy Practice, School of Pharmacy, Chapman University, Irvine, CA, USA
| | - Ivan Portillo
- AHIP Health Sciences Librarian, Leathery Libraries, Chapman University, Irvine, CA, USA
| | - Jeffery A Goad
- Chair of the Department of Pharmacy Practice, School of Pharmacy, Chapman University, Irvine, CA, USA
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Kaplan-Weisman L, Waltermaurer E, Crump C. Assessing and Improving Zoster Vaccine Uptake in a Homeless Population. J Community Health 2019; 43:1019-1027. [PMID: 29730833 DOI: 10.1007/s10900-018-0517-x] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
The herpes zoster (shingles) vaccine is recommended for all adults aged ≥ 60 years without contraindications to prevent shingles and post-herpetic neuralgia. There are no published studies on zoster vaccination rates, barriers, or workflows in adults who have experienced homelessness. Due to barriers specific to this vaccine, including difficulty determining insurance coverage, high upfront costs, need for storage in a freezer, and under-prescription by physicians, uptake is lower compared to other recommended vaccines for older adults. To address these barriers, we developed a new approach of partnering our on-site primary care clinic in a transitional homeless shelter with a local pharmacy and offering vaccination on Shingles Immunization Days with a goal of matching or exceeding the national zoster immunization rate of 30.6%. Over a 3-year period, the live attenuated zoster vaccine was offered to 86% of eligible patients resulting in an immunization rate of 38.1%. This is higher than the estimated national rate but significantly lower than rates of tetanus (80.6%), pneumococcal (76.3%), and influenza (69.6%) vaccination in the same population, highlighting the unique obstacles to zoster immunization. Major reasons that patients were not immunized included lack of insurance coverage and patient refusal of all vaccines. Our findings demonstrate that homeless adults are interested in zoster vaccination and a model of on-site primary care in a shelter partnering with a pharmacy can successfully improve vaccine uptake in this population. Coverage of the new inactivated zoster vaccine under Medicare Part B could increase the national zoster immunization rate.
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Affiliation(s)
- Laura Kaplan-Weisman
- Institute for Family Health, New York, NY, USA.
- Department of Family Medicine and Community Health, Icahn School of Medicine at Mount Sinai, 1425 Madison Avenue, Suite L5-40, New York, NY, 10029, USA.
- Care for the Homeless, New York, NY, USA.
| | - Eve Waltermaurer
- Institute for Family Health, New York, NY, USA
- Department of Family Medicine and Community Health, Icahn School of Medicine at Mount Sinai, 1425 Madison Avenue, Suite L5-40, New York, NY, 10029, USA
| | - Casey Crump
- Institute for Family Health, New York, NY, USA
- Department of Family Medicine and Community Health, Icahn School of Medicine at Mount Sinai, 1425 Madison Avenue, Suite L5-40, New York, NY, 10029, USA
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Matulis JC, Schilling JJ, North F. Primary Care Provider Continuity Is Associated With Improved Preventive Service Ordering During Brief Visits for Acute Symptoms. Health Serv Res Manag Epidemiol 2019; 6:2333392819826262. [PMID: 30793012 PMCID: PMC6376498 DOI: 10.1177/2333392819826262] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2019] [Accepted: 01/05/2019] [Indexed: 11/25/2022] Open
Abstract
Background: If a patient presents for an acute care visit and sees their assigned primary care provider (PCP), they may be more likely to receive preventive and other services than a patient not seeing their assigned PCP. Methods: After exclusion of 2 visits with insufficient information, we reviewed 98 consecutive, outpatient internal medicine 15-minute acute care visits comparing patients seeing their assigned PCP with those seeing a non-PCP provider. The primary outcome, preventive service ordering, was measured in 2 ways: percentage of patient visits with any preventive service ordered and the total number of preventive services ordered as a proportion of all preventive service items due for each entire cohort. The secondary outcome of other work completed was assessed by comparing tests and consults ordered, and by counting the number of physical examination elements and discrete medical diagnoses documented. Results: The PCPs were significantly more likely than non-PCPs to order any preventive service 45% versus 17% (P = .005; odds ratio [OR]: 4.16, 95% confidence interval [CI]: 1.45-12.0). The PCP cohort ordered a higher proportion of the total number of preventive services due compared with the non-PCP cohort (30% vs 11%; P = .002; OR: 3.4, CI: 1.5-7.7). The PCPs also addressed more medical diagnoses (2.3 vs 1.4; P = .008) and more frequently ordered tests outside the reason for that visit (40% vs 13%; P = .003; OR: 4.27, CI: 1.5-11.8). Conclusion: Patients seeing their assigned PCP in brief, acute visits have higher rates of preventive and other service ordering compared to those not seeing their assigned PCP.
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Affiliation(s)
- John C Matulis
- Division of Primary Care Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | | | - Frederick North
- Division of Primary Care Internal Medicine, Mayo Clinic, Rochester, MN, USA
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North F, Tulledge-Scheitel SM, Matulis JC, Pecina JL, Franqueira AM, Johnson SS, Chaudhry R. Population health challenges in primary care: What are the unfinished tasks and who should do them? SAGE Open Med 2018; 6:2050312118800209. [PMID: 30245819 PMCID: PMC6144580 DOI: 10.1177/2050312118800209] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2018] [Accepted: 08/21/2018] [Indexed: 12/27/2022] Open
Abstract
Background There are numerous recommendations from expert sources that help guide primary care providers in cancer screening, infectious disease screening, metabolic screening, monitoring of drug levels, and chronic disease management. Little is known about the potential effort needed for a healthcare system to address these recommendations, or the patient effort needed to complete the recommendations. Methods For 73 recommended population healthcare items, we examined each of 28,742 patients in a primary care internal medicine practice to determine whether they were up-to-date on recommended screening, immunizations, counseling, and chronic disease management goals. We used a rule-based software tool that queries the medical record for diagnoses, dates, laboratory values, pathology reports, and other information used in creating the individualized recommendations. We counted the number of uncompleted recommendations by age groups and examined the healthcare staff needed to address the recommendations and the potential patient effort needed to complete the recommendations. Results For the 28,742 patients, there were 127,273 uncompleted recommendations identified for population health management (mean recommendations per patient 4.36, standard deviation of 2.65, range of 0-17 recommendations per patient). The age group with the most incomplete recommendations was age of 50-65 years with 5.5 recommendations per patient. The 18-35 years age group had the fewest incomplete recommendations with 2.6 per patient. Across all age groups, initiation of these recommendations required high-level input (physician, nurse practitioner, or physician's assistant) in 28%. To completely adhere to recommended services, a 1000-patient cross-section cohort would require a total of 464 procedures and 1956 lab tests. Conclusion Providers and patients face a daunting number of tasks necessary to meet guideline-generated recommendations. We will need new approaches to address the burgeoning numbers of uncompleted recommendations.
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Affiliation(s)
- Frederick North
- Primary Care Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | | | - John C Matulis
- Primary Care Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | | | | | | | - Rajeev Chaudhry
- Primary Care Internal Medicine, Mayo Clinic, Rochester, MN, USA
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Kolff CA, Scott VP, Stockwell MS. The use of technology to promote vaccination: A social ecological model based framework. Hum Vaccin Immunother 2018; 14:1636-1646. [PMID: 29781750 PMCID: PMC6067841 DOI: 10.1080/21645515.2018.1477458] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
Vaccinations are an important and effective cornerstone of preventive medical care. Growing technologic capabilities and use by both patients and providers present critical opportunities to leverage these tools to improve vaccination rates and public health. We propose the Social Ecological Model as a useful theoretical framework to identify areas in which technology has been or may be leveraged to target undervaccination across the individual, interpersonal, organizational, community, and society levels and the ways in which these levels interact.
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Affiliation(s)
- Chelsea A Kolff
- a Department of Pediatrics , Columbia University , New York , NY , USA.,b Department of Population and Family Health , Mailman School of Public Health, Columbia University , New York , NY , USA
| | - Vanessa P Scott
- a Department of Pediatrics , Columbia University , New York , NY , USA.,c NewYork-Presbyterian Hospital , New York , NY , USA
| | - Melissa S Stockwell
- a Department of Pediatrics , Columbia University , New York , NY , USA.,b Department of Population and Family Health , Mailman School of Public Health, Columbia University , New York , NY , USA.,c NewYork-Presbyterian Hospital , New York , NY , USA
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10
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Leveraging the electronic health record to improve quality and safety in rheumatology. Rheumatol Int 2017; 37:1603-1610. [PMID: 28852846 DOI: 10.1007/s00296-017-3804-4] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2017] [Accepted: 08/17/2017] [Indexed: 12/13/2022]
Abstract
During the last two decades, improving the quality and safety of healthcare has become a focus in rheumatology. Widespread use of electronic health records (EHRs) and the availability of digital data have the potential to drive quality improvement, improve patient outcomes, and prevent adverse events. In the coming years, developing and leveraging tools within the EHR will be the key to making the next big strides in improving the health of patients with rheumatoid arthritis and other rheumatic diseases, including building EHR infrastructure to capture patient outcomes and developing automated methods to retrieve information from free text of clinical notes.
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Sheth H, Moreland L, Peterson H, Aggarwal R. Improvement in Herpes Zoster Vaccination in Patients with Rheumatoid Arthritis: A Quality Improvement Project. J Rheumatol 2016; 44:11-17. [DOI: 10.3899/jrheum.160179] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/21/2016] [Indexed: 11/22/2022]
Abstract
Objective.To improve herpes zoster (HZ) vaccination rates in high-risk patients with rheumatoid arthritis (RA) being treated with immunosuppressive therapy.Methods.This quality improvement project was based on the pre- and post-intervention design. The project targeted all patients with RA over the age of 60 years while being treated with immunosuppressive therapy (not with biologics) seen in 13 rheumatology outpatient clinics. The study period was from July 2012 to June 2013 for the pre-intervention and February 2014 to January 2015 for the post-intervention phase. The electronic best practice alert (BPA) for HZ vaccination was developed; it appeared on electronic medical records during registration and medication reconciliation of the eligible patient by the medical assistant. The BPA was designed to electronically identify patient eligibility and to enable the physician to order the vaccine or to document refusal or deferral reason. Education regarding vaccine guidelines, BPA, vaccination process, and feedback were crucial components of the project interventions. The vaccination rates were compared using the chi-square test.Results.We evaluated 1823 and 1554 eligible patients with RA during the pre-intervention and post-intervention phases, respectively. The HZ vaccination rates, reported as patients vaccinated among all eligible patients, improved significantly from the pre-intervention period of 10.1% (184/1823) to 51.7% (804/1554) during the intervention phase (p < 0.0001). The documentation rates (vaccine received, vaccine ordered, patient refusal, and deferral reasons) increased from 28% (510/1823) to 72.9% (1133/1554; p < 0.0001). The HZ infection rates decreased significantly from 2% to 0.3% (p = 0.002).Conclusion.Electronic identification of vaccine eligibility and BPA significantly improved HZ vaccination rates. The process required minimal modification of clinic work flow and did not burden the physician’s time, and has the potential for self-sustainability and generalizability.
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Abstract
The electronic medical record has evolved from a digital representation of individual patient results and documents to information of large scale and complexity. Big Data refers to new technologies providing management and processing capabilities, targeting massive and disparate data sets. For an individual patient, techniques such as Natural Language Processing allow the integration and analysis of textual reports with structured results. For groups of patients, Big Data offers the promise of large-scale analysis of outcomes, patterns, temporal trends, and correlations. The evolution of Big Data analytics moves us from description and reporting to forecasting, predictive modeling, and decision optimization.
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Davies EC, Pavan-Langston D, Chodosh J. Herpes zoster ophthalmicus: declining age at presentation. Br J Ophthalmol 2015; 100:312-4. [PMID: 26178905 DOI: 10.1136/bjophthalmol-2015-307157] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2015] [Accepted: 06/29/2015] [Indexed: 11/03/2022]
Abstract
OBJECTIVE To investigate changes in the age of occurrence of herpes zoster ophthalmicus (HZO) in patients presenting to the Massachusetts Eye and Ear Infirmary (MEEI) from 2007 through 2013. DESIGN Retrospective chart review. SETTING Academic tertiary referral centre for ophthalmic conditions. PARTICIPANTS 913 patients with acute HZO. METHODS A total of 1283 potential cases were identified by searching the MEEI electronic medical record for patient charts with International Classification of Diseases 9 codes for herpes zoster, shingles and varicella from 2007 through 2013. The cases were reviewed to confirm diagnosis of acute HZO, requiring documentation of a skin rash or pain in the V1 distribution, resulting in inclusion of 913 cases. MAIN OUTCOME MEASURES Number of HZO cases each year, mean age of HZO cases each year, number of HZO cases with an immunodeficiency state. RESULTS The number of patients with HZO presenting to MEEI increased from 71 cases in 2007 to 195 cases in 2013. The mean age of patients with acute HZO reduced significantly from 61.2 years in 2007 to 55.8 years in 2013 (p=0.0119). The number of patients with acute HZO in the setting of an immunodeficiency state did not change significantly over the study period. CONCLUSIONS Ever since the introduction of varicella vaccination in children, there has been debate regarding its effect on zoster epidemiology, particularly regarding the potential to reduce population exposure and limit repeated immunological boosts against varicella zoster virus in adults. Patients presenting to MEEI with HZO were younger on average in 2013 than in 2007. Although a population-based study is necessary to test the hypothesis, our study suggests that varicella vaccination of children remains a possible explanation for the increased number of cases and reduction in mean age of newly diagnosed patients.
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Affiliation(s)
- Emma C Davies
- Department of Ophthalmology, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, Massachusetts, USA
| | - Deborah Pavan-Langston
- Department of Ophthalmology, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, Massachusetts, USA
| | - James Chodosh
- Department of Ophthalmology, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, Massachusetts, USA
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Improving adherence to national recommendations for zoster vaccination through simple interventions. Eye Contact Lens 2015; 40:225-31. [PMID: 24901974 DOI: 10.1097/icl.0000000000000041] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE In 2011, 15.8% of eligible patients in the United States were vaccinated against herpes zoster (HZ). To increase the usage of the HZ vaccine by studying physicians' knowledge, attitudes, practices, and perceived obstacles after interventions to overcome barriers. METHODS General internal medicine physicians were surveyed with a cross-sectional internet survey from October to December 2011 before interventions to increase the use of the HZ vaccine and 1 year later. Interventions included education, increasing availability at the medical center pharmacy, and electronic medical record reminders. Outcome measures included changes in knowledge, attitudes, and practices, and perceived barriers. McNemar chi-square tests were used to compare the changes from the baseline survey for physicians who completed the follow-up survey. RESULTS Response rate for the baseline study was 33.5% (89/266) and for the follow-up was 29.8% (75/252). Fifty-five completed both surveys. There was a decrease from 57% at baseline to 40% at follow-up in the proportion of physicians who reported that less than 10% of their patients were vaccinated. They were more likely to know the HZ annual incidence (30% baseline; 70% follow-up; P=0.02), and report having educational information for physicians (7% baseline; 27% follow-up; P=0.003). The top helpful intervention was nursing administration of the vaccine. Average monthly HZ vaccine usage in the affiliated outpatient pharmacy increased in 10 months between surveys by 156% compared with the 3 months before the baseline survey. CONCLUSIONS Interventions implemented during the study led to an increase in physicians' basic knowledge of the HZ vaccine and an increase in usage at the affiliated pharmacy.
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