The Use of Health Information Exchange to Augment Patient ...
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The Use of Health Information Exchange to AugmentPatient Handoff in Long-Term Care: A SystematicReviewClemens Scott Kruse1 Gabriella Marquez1 Daniel Nelson1 Olivia Palomares1
1School of Health Administration, Texas State University, San Marcos,Texas, United States
Appl Clin Inform 2018;9:752–771.
Address for correspondence Clemens Scott Kruse, PhD, MHA, MSIT,MBA, FACHE, School of Health Administration, Texas State University,CHP Room 2050A, 601 University Drive, San Marcos, TX 78666,United States (e-mail: [email protected]).
Keywords
► health informationexchanges
► clinical data► older patients► information
technology► communications
Abstract Background Legislation aimed at increasing the use of a health information exchange(HIE) in healthcare has excluded long-term care facilities, resulting in a vulnerablepatient population that can benefit from the improvement of communication andreduction of waste.Objective The purpose of this review is to provide a framework for future research byidentifying themes in the long-term care information technology sector that couldfunction to enable the adoption and use of HIE mechanisms for patient handoffbetween long-term care facilities and other levels of care to increase communicationbetween providers, shorten length of stay, reduce 60-day readmissions, and increasepatient safety.Methods The authors conducted a systematic search of literature through CINAHL,PubMed, and Discovery Services for Texas A&M University Libraries. Search terms usedwere (“health information exchange”OR “healthcare information exchange”OR “HIE”)AND (“long term care” OR “long-term care” OR “nursing home” OR “nursing facility”OR “skilled nursing facility” OR “SNF” OR “residential care” OR “assisted living”).Articles were eligible for selection if they were published between 2010 and 2017,published in English, and published in academic journals. All articles were reviewed byall reviewers and literature not relevant to the research objective was excluded.Results Researchers selected and reviewed 22 articles for common themes. Resultsconcluded that the largest facilitator and barrier to the adoption of HIE mechanisms isworkflow integration/augmentation and the organizational structure/culture, respec-tively. Other identified facilitator themes were enhanced communication, increasedeffectiveness of care, and patient safety. The additional barriers were missing/incompletedata, inefficiency, and market conditions.Conclusion The long-term care industry has been left out of incentives from whichthe industry could have benefited tremendously. Organizations that are not utilizinghealth information technology mechanisms, such as electronic health records andHIEs, are at a disadvantage as insurers switch to capitated forms of payment that rely onreduced waste to generate a profit.
receivedApril 22, 2018accepted after revisionJuly 29, 2018
DOI https://doi.org/10.1055/s-0038-1670651.ISSN 1869-0327.
© 2018 Georg Thieme Verlag KGStuttgart · New York
Review ArticleTHIEME
752
Background and Significance
Age is positively associated with chronic conditions and uti-lization of health resources. As 1.3 million of the population inAmerica age, the chances of them contracting one or morechronic conditions increase as do the chances of some of thementering the 16,100 nursing homes in our nation, and some ofthese conditions are best managed through an electronicinformation-based record system.1,2 As the complexity ofcare increases beyondwhat a residential or community-basedcare facility can manage, a transition of care must occur to ahigher level of care. During these transitions, communicationmust occur atmultiple levels to ensure a smooth transition forboth patient and receiving organization, smooth transfer ofrecords between organizations, maximization of outcomes,a minimizationof length of stay, and, if possible, a reductionofreadmissions to care within 30 or 60 days.3,4 Inefficienciesduring transfer can cause unnecessary rehospitalization aswell asmore complicatedmedical outcomes.4 Care transitionsare often complicated with lack of interoperability of recordsystems, high utilization at either end, and possibly thepatient’s reduced ability to participate in the communicationportion of the transition of care.
Health information exchange (HIE) is both a noun and averb: It is both the point of exchange and it also refers to theelectronic sharing of health information across organiza-tional boundaries.5 The use of electronic HIE has modifiedhow healthcare organizations view patient handoff.1HIE is asmall subset of health information technology (HIT), whichhas gained large attention over the last decade throughvarious efforts such as in the United States by its Office oftheNational Coordinator. Long-term care (LTC) organizationssuch as nursing homes, skilled nursing facilities (SNFs), andassisted living are laggards in the healthcare industry for HITadoption, and the healthcare industry has been a laggard inIT adoption compared with other industries.5 As such, thereis a gap in the literature about this important topic. Becausethe U.S. healthcare industry has been a laggard in technolo-gical adoption, legislation aimed at increasing the rate atwhich organizations make use of electronic health records(EHRs) systemswas enacted in 2009. The Health InformationTechnology for Economic and Clinical Health Act of 2009(HITECH) allocated more than $560 million for states todevelop and refine HIE capabilities within their boundaries.6
None of the incentives outlined in legislation aimed atincreasing interoperability were directed toward theapproximately 16,100 nursing homes nationwide, andalthough these organizations face substantial barriers toeven initial EHR adoption, states could have included LTCorganizations in their HIE efforts, but very few did.5
Previous research briefly examined HIE. A recent cross-sectional analysis of secondary data of all U.S. acute-carehospitals reported that of the 1,991 hospitals reportingreadmission data, 57.2% (1,139) of these facilities makesome level of effort to exchange clinical data with LTCfacilities.3 Those that reported some exchange of data withLTC facilities weremore than likely to report qualification formeaningful use (odds ratio [OR], 1.87; p ¼ 0.01 for stage 1
and OR, 2.05; p < 0.01 for stage 2).While this study analyzed1,991 organizations, it is unclear how many LTC facilitieswere involved at the other end of the exchange.
HIE can be used for fiscal reasons. Adopting HIT is part of acomplicated attempt to manage the present unsustainablecostgrowth inhealthcare.7 In addition to the cost function,HITis necessary for HIE which can play a part in patient handoffbetween levelsofcare.A lackofclearcommunicationatpatienthandoff results in increased morbidity, costs, and hospitalreadmissions.8 A barrier to HIE adoption is lack of interoper-ability, lack of funding, and lack of willingness on the part oforganizations to change.1 It is evident that there are multiplefactors pushing for an increase in the interoperability of EHRsystems: the adoption of HIT and the diffusion of HIE.
HIE can be used for safety reasons. The increase ofnosocomial infections and readmissions at patient handoffhas plagued organizations as ill, and even immunocompro-mised individuals are transferred between organizations.Health information exchanges have emerged as an informa-tion-based approach that increases the amount of informa-tion transferred at patient handoff.9 Medicare no longerreimburses organizations for unplanned readmissionswithin 30 days for patients with acute myocardial infarction,congestive heart failure, or pneumonia.10 This creates anurgent need for organizations to manage information effi-ciently to reduce the risk of patient readmissions at patienthandoff.9 Regardless, post-acute care providers aswell as LTCorganizations have the responsibility to ensure that thetransfer of a patient is as risk free as possible.
A gap in the literature exists. The increased use of EHRsystems serves as an impetus in the use of HIE. However,little is known about hospital-to-LTC utilization of HIE at anationwide level.8 Several organizations have taken initiativeto increase the interorganizational transfer of information toproduce successful patient handoffs. Organizations such asthe Continuum of Care Improvement Through InformationNew York have set out to engage organizations and relaypertinent data to relevant stakeholders.9 The state of NewYork has made the largest state-based investment for theimprovement of EHR and HIE systems. These improvementsserve as a part of the 2005 Healthcare Efficiency and Afford-ability Law for New Yorkers. The program has invested440 million dollars in HIT mechanisms to reduce the costof care for patients.11 There is currently not a comprehensiverecord of all mechanisms nationwide which creates a gap inthe literature. Further, some extensive research needs to beconducted across the nation to thoroughly explore the topicand publish best practices by those doing it well, particularlyfor the rest who have not implemented HIE.
The systematic literature review is the appropriatemechanism to fill this gap in the literature because it hasbeen described as “the most reliable source of evidence toguide clinical practice,” it provides a complete overview andanalysisof primary researchdirected towardoneresearchend,and it is often required as the basis of funded research.12
Systematic reviews often “include a broad range of relevantstudies that have been undertaken and provide a detailedcritical appraisal and synthesis of the individual studies.”13
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They are “used increasingly to inform medical decision mak-ing, plan future research agendas, and establish clinical policy[;] systematic reviews may strengthen the link between bestresearch evidence and optimal health care.”14 A systematicliterature review is appropriate to set a foundation for anextensive study to establish best practices in preparation forthe doubling of the population of adults aged 65 years andolder will rapidly increase health care costs because they aremore likely to use healthcare services including long-termcare.
ObjectiveThe purpose of this systematic review is to identify the HIEmechanisms currently in place in LTC institutions as well asrecognize barriers to the adoption of a HIE that increasestransparency between organizations that transfer patientsduring care for admission into higher level of care facilities.The LTC organizations under study are nursing homes, SNFs,residential care, and assisted living. The rationale behind thissystematic review is to provide a framework for futureresearch by identifying the themes prevalent in the litera-ture. In addition, this research will attempt to define keyterms and themes for use in future research.
Methods
Protocol, Eligibility Criteria, and Information SourcesSpecific reporting and execution protocols were chosen forthis review. The review followed thePreferredReporting Items
for Systematic Reviews and Meta-Analyses (PRISMA) proto-col15 (see►Fig. 1) and itwas conductedusing techniques fromthe Assessment for Multiple Systematic Reviews (AMSTAR)standard.16 Literature gathered for this review was obtainedfrom three separate databases: Cumulative Index of Nursingand Allied Health Administration Literature (CINAHL) Com-plete, PubMed (which queries MEDLINE), and Discovery Ser-vices for Texas A&M University Libraries. The reviewerscombined key terms from the U.S. Library of Medicine’sMedical Subject Headings (MeSH) with Boolean operators inall three databases to identify articles. Criteria focused oninpatient residential care organizations and the use (or non-use) of a HIE. Analyzed literature covers a broad array ofgeographic regions as well as organizations at various levelsof meaningful use standards. Search criteria emphasized thetransition of care from acute care to a LTC organization.
Search and Study SelectionThesearch termsandapplicableBooleantermswereas follows:(“health information exchange” OR “healthcare informationexchange” OR “HIE”) AND (“long term care” OR “long-termcare” OR “nursing home” OR “nursing facility” OR “skillednursing facility” OR “SNF” OR “residential care” OR “assistedliving”). These terms were deliberately chosen by examiningthe index list in theMeSH. Search parameters included Englisharticles published from January 2010 to December 2017. Thistimeframewas selectedbecause it waspost-HITECHAct.WhilethereweremanyHIE efforts prior to HITECH, the EHRadoptionrates significantly increased afterward due to the meaningful-
Fig. 1 PRISMA checklist.
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use incentives. Organizations with EHRs exchange clinical datathrough HIE two and a half times more than their non-EHRcounterparts.5 Therefore, it was imperative to observe HIEactivity during this catalyst stage of EHR adoption. ►Fig. 2
demonstrates the literature review search process that showsthe inclusive and exclusion criteria.
The initial search resulted in 210 articles. We filtered thesearch for the last 7 years as well as full-text, English-only,and academic journals (to maintain quality of results). Thisremoved all but 39 results. These 39 results were entered onpiloted forms for consistency of review. Using a techniquefrom AMSTAR, we assigned abstracts of these 39 articles toall group members in way that ensured each abstract wasassessed for its germane nature by at least two reviewers.This process removed an additional 14 articles. Our finalgroup for analysis was 22 articles.
Data Collection Process and Data ItemsThe authors reviewed each article in the samemanner as theabstracts and determined the barriers and facilitators for theuse of HIE to augment patient handoff in LTC. Piloted formsextracted similar data from each article: authors, year ofpublication, journal, country of publication, sample size,study design, signs of bias, limitations of study, facilitatorsfor adoption, barriers to adoption, and a column for generalcomments. Facilitators were defined as characteristics orenvironmental factors that enabled the adoption and use ofHIE between LTC and other levels of care. Barriers weredefined as characteristics or environmental factors thatserves as an obstacle or impediment to the adoption oruse of HIE between LTC and other levels of care. Thereviewers also examined potential bias and limitations ofeach article. Reviewers once again held a consensus meeting
to discuss and compile observations as well as resolve anydifferences in observation.
Risk of Bias in Individual Studies and Across StudiesReviewers recorded observed bias and potential limitationsfor each article analyzed as well as across all articles. Theseobservations were recorded on the literature matrix alongwith the rest of the analysis. All results were recorded on acommon table and compiled for discussion. ►Appendix A
details bias and limitations of studies.
Synthesis of Results and Additional AnalysisThe final consensus meeting consisted of overall discussion ofobservations and inferences. Once all observations were com-piledamongall reviewers, narrativeanalysisand sensemakingwere conducted to combine similar terms;17 for example, oneset of observations was “workflow integration” and anotherwas “workflowaugmentation.”Becausebothhad to dowithanaction on workflows, we combined these into one theme.“Organizational structure” and “organizational culture” werealso similar because they were both attributes of organiza-tions. “Missing data” and “incomplete data” both describeddeficiencies of data, so they were combined. Finally, “privacy”and “security” were combined because these are often com-bined when discussing patient information. Based on thethemes in the narrative analysis, affinity tables were createdto synthesize themes for discussion.
Results
Study SelectionOur literature search narrowed 210 results down to 22 byassessingeach for suitability to our research objective.2–9,18–30
Fig. 2 Search criteria with inclusive and exclusion criteria.
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We excluded 16 results because they were outside our targetdate range of 2010 to 2017. Another 157 resultswere excludedwhen we used the filters of English-only, full-text, and aca-demic journals. The abstractsof the remaining 40articleswereassessed for suitability by multiple reviewers which reducedthefinal group to 22. A kappa statistic was calculated to assessthe similarity in selection by reviewers.31 It calculated to 0.99,which is near-perfect agreement.32 See ►Fig. 2 for the selec-tionprocess. See►Appendix A for detailed calculations of thekappa statistic.
Study CharacteristicsFrom each study, reviewers extracted observations of facil-itators, barriers, potential bias, and limitations. These aresummarized in ►Table 1. We sorted the group of articles bydate,most recent to oldest. Therewere three from 2017,2,3,19
three from 2016,4,20,21 six from 2015,5,18,22–24 five from2014,5,9,26–28 three from 2013,7,8,29 one from 2012,30 andone from 2011.11
Risk of Bias within StudiesThe biases observed within studies were selection bias,3,27
workplace bias,2 self-report bias,4,26,30 data collectionbias,5,9 cognitive bias,8 and nonresponse bias.8 The biasobserved did not appear strong enough to discount any ofthe articles in the group for analysis.
Results of Individual StudiesArticles analyzed identified a variety of facilitators andbarriers, but common themes could be traced through thegroup. A detailed list of all observations and how they line upwith themes can be seen in ►Appendix B. Facilitators areillustrated in ►Table 2. The asterisk (�) by the referencenumber indicates that the theme occurred within thearticle multiple times.
About 33%of the facilitatorswere capturedwith six themes.The themesorganizational structure/culture3,4,18,21,25,28,29wasobserved seven times. These articles expressed issues such asthe organization characteristics such as bed size, location,ownership, office or hospital based, system affiliation, or aflexible organization culture that enabled HIE. Accountablecareorganization incentivestructuresalsoenableHIEwithLTC.The themeworkflow integration/augmentation6,19�,21,27,28wasobserved six times out of 39 occurrences. These articlesdescribed various aspects of workflow integration and oraugmentation. External data are effective only if it can be
integrated into the clinical workflow.33When an organizationdesigns a workflow, it must take a human-systems approach,which is to say that thehuman is theembeddedcomponentofasystem that supports people through a recognition of humancapabilities, limitations, and performance needs. When thesystem is designed this way, outcomes are improved forpatient, provider, and organization.34 Some observed thatadoption of HIE for patient transfer integrated with theirexisting workflows, and they observed that an organizationwith a supportive culture was conducive to a successfulimplementation. The asterisk (�) next to the reference numberindicates that more than one facilitator was observed for thattheme in the same article. For instance, one article pointed outthat HIE integrated nicelywith their existing workflows, and itimprovedor augmented their workflows aswell. Thiswas seenin both their billing cycle and their documentation.19 Fasterbilling was observed multiple times and was captured underthe same theme.6 Articles described policy initiatives thatincentivized better coordination of transfer and promotedinformation sharing.6,21A receptive and supportive leadershipthat supports IT acceptance is influenced by performanceexpectancy, effort expectancy, social influence, and voluntari-ness.12,18 LTC facilities pointed out that HIE was necessary tocreate continuity-of-care documentation that was greatlyappreciated by the receiving organizations.25 It was also notedthat nonprofit organizations were more likely to adopt HIEthan their for-profit counterparts.29
HIE is attributed to improving the effectiveness ofcare.2,19,22,24,27 Five articles discussed this attribute. The
Table 1 Facilitators and barriers
Facilitators Barriers
Ease of data transfer Inefficiency
Reduce healthcare costs Cost
Government funding Low usage/Adoption
Adoption of EHR is likely touse HIE
Competing organizations
Abbreviations: EHR, electronic health record; HIE, health informationexchange.
Table 2 Affinity matrix of facilitator themes in the literature
Facilitators
Theme References No. ofoccurrences
Organizationalstructure/culture
3,4,18,21,25,28,29 7
Workflow integra-tion/augmentation
6,19�,21,27,28 6
Increase effective-ness of care
2,19,22,24,27 5
Enhancecommunication
5,9,23,27 4
Adoption of EHR 4,5,20,28 4
Proper funding 4,7,11 3
Patient safety 25,27 2
Ease of data transfer 2,9 2
Efficiency 11,16 2
Market conditions 13,31 2
Reduce healthcarecost
10,19 2
39
Abbreviation: EHR, electronic health record.�The asterisk by the reference number indicates that the themeoccurred within the article multiple times.
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use of HIEwas shown to decrease readmissions and decreaseadverse events.19,22,27 Others intimated that HIE allowedmore in-depth, long-term views into a patient’s history,particularly those with complex care.2,24 These five occur-rences represented 13% of the total occurrences observed.
Four articles mentioned that HIE improved their commu-nication both within and external to their own organiza-tion.5,9,23,27 HIE was named responsible for distributingpatient status to the entire clinical team, and because thecoordination of care involves many people, HIE has beenadopted to ease the human resources burden to this task.5,23
Enhanced communication helps fill a gap where the lack ofcommunication is a leading cause of error in healthcare.27
The United States is not the only country to encourageHIE. Inthe United Kingdom, HIE is used to enhance communicationas well.35 These four occurrences represented 10% of alloccurrences.
Adoption of the EHR2,9 was also observed four times,representing another 10% of the total observations. Thisobservation noted that the adoption of HIE has been easieralong with the adoption of the EHR. HIE was attributed forsafer transitions of care, which is where errorsmost occur. Ofprivate practices that responded to one survey, 15% of themwere actively sharing informationwith LTC.27 Proper fundingwas mentioned three times in the literature4,7,11 represent-ing 8% of all occurrences.
The last five themes were each mentioned twice in theliterature, accounting for 25% of all occurrences. Patientsafety25,27 was mentioned because organizations liked thereduction of duplicate testing, because a reduction in dupli-cation increased communication, which may lead to fewermedical errors, and improved patient outcomes. The otherswere ease of data transfer,2,9 efficiency,11,16 market condi-tions,13,31 and reduce healthcare cost.10,19 The proper fundingtheme spoke of the cost of both EHR and HIE capabilities;some of these organizations were included in state efforts ofHIE, and therefore they were able to afford the capability.Articles that highlighted the theme of ease of data transferspoke of their perception that exchanging clinical datathrough HIE is easier than through fax or courier. Issues ofefficiency were similar to issues of workflow, but they didnot expressly use this term. We could have combined theseinto the workflow theme. The theme of market conditionsspoke of concerns that resources spent on HIE were neces-sary because other organizations in their market were usingHIE, and therefore to compete, they felt obligated to invest inthe capability. Finally, the theme of reduce healthcare costreferred to the ongoing efforts to reduce the cost of care.Many organizations feel that a continued investment in ITwill only increase the cost of care rather than realizing thecost saving and patient safety effects of HIE by preventingduplicate test, improving communication, saving time, andimproving outcomes. The articles highlighted in this grouprealized the latter.
Five themes represented approximately 81% of all occur-rences (39/48) of barriers. These are illustrated in ►Table 3.The asterisk (�) by the reference number indicates that thetheme occurred within the article multiple times.
Cost was identified as the second most often mentioned:10 out of 44 occurrences or 23%.5�,4,6,7,11,19,25,26 Thesearticles pointed out the lack of incentives such as the mean-ingful use program5,19,25 or state and local funding.7,11
Others pointed out that LTC organizations often do nothave the budget for either the acquisition or upkeep coststhat are required for such an IT implementation.4,5
Organizational structure was observed in 9 of the 44occurrences (20%).2,4,5,9,18,21,22,26� We did combine organiza-tional culture issues along with organizational structure. Theorganizations that were the subjects of these articles were notconducive to change or they did not embrace the new tech-nology of HIE, which are cultural issues. Some articles high-lighted that their organizations were not suited for even anEHR and the high turnover in LTC organizations is not con-ducive to an IT implementation like the adoption of HIE.21Onearticle stated that the largest barrier to the adoptionofHIEwasa necessary cultural change.22 Another mentioned that it didnot have sufficient stakeholder buy-in.9
The next barrier mentioned most often was the missing,incomplete, or inaccurate data associated withHIE.2,3,23,24,27,30 This was found in 6 of the 44 occurrences,or 14%. These articles pointed out the importance of thecorrect billing codes for prompt reimbursement, and if thedata are not accurate or complete in the transfer, then a delayor penalty will follow, and that comorbidities can complicatethe codes.23 One article mentioned that unique EHR systemsthat are not interoperable create data silos because theycannot share information.24
Six articles pointed out a perception of inefficiencies thatHIE would cause their organization.2,4,8,9,19,26 These articlesdiscussed a misalignment of workflows,9,26 a communication
Table 3 Affinity matrix of barrier themes in the literature
Barriers
Theme References Occurrences
Cost 5*,4,6,7,11,19,25,26 10
Organizationalstructure/culture
2,4,5,9,18,21,22,26* 9
Missing/incom-plete data
2,3,23,24,27,30 6
Inefficiency 2,4,8,9,19,26 6
Marketconditions
26*,28 4
Lack of datastandards
5,24,26 3
Privacy and/orsecurity
26,29 2
Lack of training 6,8 2
Legalenvironment
26,29 2
44
�The asterisk by the reference number indicates that the themeoccurred within the article multiple times.
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barrier,5,8,19 and overburdened staff which would serve asbarriers to their adoptionofHIE.31These represented14%ofalloccurrences of barriers listed in the literature.
The barrier ofmarket conditionswas identified four timesin the literature, representing 9% of all occurrences.26�,28
These articles expressed concern about the technologicalmaturity on HIE, and the level of both vendor and health planparticipation in HIE. They felt that there was insufficientsaturation of HIE in their market to compel them toward thetechnology.
The other four themes appeared in the literature 20% ofwhat was analyzed. These themes were lack of data stan-dards,5,24,26which refers to over 300 vendors of EHRs and noone common national solution to sharing data; privacy/security concerns,26,29 which highlighted the constant fearthat some organizations can operate with in regard to thesecurity of clinical data and potential fines from both stateand federal government; lack of training,6,8 which refers toconstant change of technology and how the training for thesechanges is often the responsibility of the organization; andlegal environment,26,29 which parallels the issue of privacy/security concerns because often part of the remedy for databreach is credit monitoring and other monetary damagesand time in court.
Additional Analysis►Tables 2 and 3 illustrate the identified themes throughoutthe literature for both facilitators and barriers to the adop-tion of HIE to support patient handoff between levels of care.We also evaluated these themes in terms of internal versusexternal factors, as depicted in ►Tables 4 and 5. Thesethemes are listed in the same order as previously listed:most oftenmentioned to least oftenmentioned. As depicted,the facilitators list only 2 of 11 themes (18%) as external to
the organization. That is to say, only two items listed arebeyond the control of the organization: proper funding,mentioned 7% of all occurrences, and market conditions,mentioned 5% of all occurrences. The barriers, however,show five of nine themes (55%) as external. These themeswere cost, market conditions, lack of data standards, privacy/security, and the legal environment, mentioned 21, 8, 6, 4, and2% of all occurrences, respectively.
A brief analysis of the quality of methodology and overallstudy design can be found in ►Appendix C. This appendixwas created as part of the piloted forms, but it did not addsignificant content for the review.
Discussion
Summary of EvidenceOur literature search identified 26 articles that were perti-nent to our research objective. From these 26 articles, weidentified facilitators and barriers identified in the literature.Several of the facilitators and barriers were similar; so, wecreated themes to capture the essence of the details identi-fied by the literature.We identified 11 themes for facilitatorsand 9 themes for barriers each listed 39 and 44 times,respectively.
Healthcare leaders should recognize the top facilitatorsand leverage them for future implementation. These leadershave control over a strong majority of the themes identified.Create an organizational culture that is conducive to theadoption of HIE recognizing that others have easily inte-grated it into their existing workflows. Leaders often look forways to increase communication bothwithin and external tothe organization, and several articles identified HIE as a wayto augment both. Leaders should also recognize that an HIEimplementation will take time and should emphasize bothprocess improvement and training of users before under-taking it.
Policy makers should examine the barriers identified inthis review. LTC should be included in future financial-incentive programs tohelp offset the cost of implementation.Policymakers should also help setmarket conditions that are
Table 4 Facilitator themes with internal/external association
Facilitators
Theme
Workflow integration/augmentation
Internal
Organizational structure/culture
Internal
Enhance communication Internal
Increase effectiveness ofcare
Internal
Patient safety Internal
Adoption of EHR Internal
Proper funding External
Ease of data transfer Internal
Efficiency Internal
Market conditions External
Reduce healthcare cost Internal
Abbreviation: EHR, electronic health record.
Table 5 Barrier themes with internal/external association
Barriers
Theme
Organizational structure/culture Internal
Cost External
Missing/incomplete data Internal
Inefficiency Internal
Market conditions External
Lack of data standards External
Privacy and/or security External
Lack of training Internal
Legal environment External
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most conducive to HIE adoption and continue to developclear data standards that protect privacy and promote secur-ity for the industry.
The reviewed articles indicated a primarily optimisticapproach to the future implementation of HIEs in patienthandoff. A pilot study implementing a form of HIE betweenfive Oklahoma LTC facilities and their corresponding emer-gency departments indicated a decrease in the number ofreadmissions throughout the duration of the 20-monthstudy.22 This decrease correlates with the shift in the U.S.healthcare system to a patient-centered, value-basedapproach that emphasizes HIT as a tool to improve care.22
The overall health of the patient population admitted intoLTC facilities must be considered as well. Elderly patients aremore likely than the rest of the population to take multipleprescriptions, have comorbidities, and see a multitude ofproviders.22 With the multiple opportunities for error thatexist because of the health of the geriatric population,organizations and patients alike can benefit from the accu-rate transfer of information.
Nearly one in four individuals in the United States suffersfrom multiple conditions, while one-half of the populationsuffers from a chronic condition. The percentage of thepopulation who suffers from at least one chronic conditionincreases to 75% among older adults.5 The successful man-agement of these conditions is contingent on the collabora-tion of multiple stakeholders throughout the course ofpatient care.23 Thus, comprehensive and accurate informa-tion is required. A study of 20 clinical staff from a U.S.Midwestern long-term post-acute care facility (LTPAC) foundthat providing LTPAC staff with a more in-depth view of apatient’s condition aids the course of care beyond the acute-care setting. Medication errors such as the erroneous con-tinuation of an antibiotic can be prevented if proper infor-mation is available.5 In many countries, the LTPAC coversservices such as LTC hospitals, nursing homes, SNFs, andresidential care.36
The end goal of the accurate and efficient transfer ofinformation through an HIE must be articulated as a needfor LTC facilities. The concept for an HIE comes inmany formsand requires the cooperation of organizational stakeholders.Health information exchanges can aid in the treatment andbilling of chronic care coordination. The proper course ofaction for chronic care coordination requires open commu-nication between pertinent providers to ensure that condi-tions are properly treated.23 For now, many LTC facilities arefocused on the proper implementation of EHRs, a conceptthat the rest of the healthcare world has long since imple-mented due to the HITECH Act of 2009. LTC facilities thathave implemented EHRs utilize HIE mechanisms at a rate of2.5 times more than their non-EHR counterparts.5 Among across-sectional study across all New York State nursinghomes, most information was exchanged with pharmaciesand laboratories. The state of New York has invested aconsiderable amount of time on both research and imple-mentation of HIE mechanisms in nursing homes and theresults are encouraging and illustrate the need for initiativesto drive other organizations to invest in HIEs.5
For LTC facilities, there are barriers to the implementationof HIEs aside from the complete lack of financial incentives.The integration of software among organizations is a pro-minent issue, as well as differing information needs.5 Com-pensation for the coordination of chronic care among thegeriatric population may not suffice if the cost of generatingbilling and documentation exceeds the capitated reimburse-ment for the treatment of the condition. In this regard, HIEscan reduce unnecessary documentation and tests by improv-ing communication among providers and reducing waste.23
Healthcare insurers, including the federal and state govern-ments who pay for a majority of healthcare for older adults,must reduce waste to make a profit.
If organizations do not receive the proper and necessaryinformation, the HIE is only an expense and not a benefit. It isimperative that LTC facilities, which can most benefit fromthe smooth transfer of information, implement HIE mechan-isms to stop the unnecessary harm caused by the poortransfer of information.
LimitationsLimitations stemmed from the nature of current studies,which assess LTC implementation of EHRs and HIEs ingeneral. Because the implementation of HIT in LTC organiza-tions is low compared with other organizations, studies thatassess the true notion of patient handoff from acute care toLTC facilities or from LTC facilities to higher levels of care arelimited and premature in their scope.
While selection bias is a large threat to any study, wecontrolled for that threat by adopting techniques fromAMSTAR. We ensured multiple reviewers independentlyevaluated articles and held regular consensus meetings tokeep everyone calibrated on the purpose and scope of thisreview.
One of the filters used in the search for articles was “freetext” which eliminated seven articles from consideration.This is a limitation because the impact of those seven articleson the outcome of our systematic literature review isunknown. Additional funding would enable access to thesearticles and if findings are significantly different, a studyshould be republished.
Another limitation is that this systematic literaturereview fell short of a meta-analysis. A sufficient level oforiginal data from the studies was not collected. The sciencebehind the studies analyzed was not sufficiently robust. Ourtime was short for this round of research, so we held short atthe systematic review.
Conclusion
Health information exchanges are imperative to the future ofcare in the LTC sector. With the growth of the aging popula-tion, organizationsmust be ready to provide accurate qualitycare to ensure the well-being of patients. The benefits of anHIE cannot be underestimated, given that the elderly popu-lation presents more comorbidities and chronic conditionthan the rest of the population. Current barriers to the properimplementation of an HIE include network pitfalls and
Applied Clinical Informatics Vol. 9 No. 4/2018
The Use of HIE to Augment Patient Handoff in LTC Kruse et al. 759
competing stakeholder needs, as well as the financial com-ponent of implementing a useable HIE.
The status of EHR implementation in LTC facilities variesthroughout the country with HIEs lagging even furtherbehind.37 Significant research has been conducted on hospitalreadmissions from the LTC setting, but not enough researchhas been conducted on successful mechanisms to preventreadmissions.38 Future research should focus on the need toincreasefinancial incentives for LTC facilities to implementHIEmechanisms, as well as the actuarial effect of readmissions onLTC facilities as financial penalties become more stringent.This systematic review serves as a good foundation for exten-sive research to establish best practices.
Multiple Choice Questions
1. The HITECH Act applied incentives for the adoption of HITfor which of the following organizations?a. Acute-care hospitals.b. All size of physician practices.c. Long-term care.d. a and b only.Correct Answer: The correct answer is option d.
2. Which is the largest barrier to the adoption of HIT in LTCorganizations?a. Cost.b. Privacy/security.c. Organizational culture.d. Market conditions.Correct Answer: The correct answer is option a.
Protection of Human and Animal SubjectsThis study was performed in compliance with the WorldMedical Association Declaration of Helsinki on EthicalPrinciples for Medical Research Involving Human Sub-jects, andwas not reviewed by Institutional Review Boardbecause it is exempted, IAW 45CFR46.
Conflict of InterestNone.
FundingNone.
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30 Wolf L, Harvell J, Jha AK. Hospitals ineligible for federalmeaningful-use incentives have dismally low rates of adoption of electronichealth records. Health Aff (Millwood) 2012;31(03):505–513
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32 McHugh ML. Interrater reliability: the kappa statistic. BiochemMed (Zagreb) 2012;22(03):276–282
33 Mishuris RG, Yoder J, Wilson D, Mann D. Integrating data from anonline diabetes prevention program into an electronic healthrecord and clinical workflow, a design phase usability study. BMCMed Inform Decis Mak 2016;16(01):88
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36 U.S. Department of Health andHuman Services. Available at: https://www.healthit.gov/playbook/care-settings/. Accessed April 19, 2018
37 Wei Q, Courtney KL. Nursing information flow in long-term carefacilities. Appl Clin Inform 2018;9(02):275–284
38 Sockolow PS, Weiner JP, Bowles KH, Abbott P, Lehmann HP. Advicefor decision makers based on an electronic health record evalua-tion at a program for all-inclusive care for elders site. Appl ClinInform 2011;2(01):18–38
Appendix A Kappa statistic calculation
Applied Clinical Informatics Vol. 9 No. 4/2018
The Use of HIE to Augment Patient Handoff in LTC Kruse et al. 761
Appen
dix
BTa
bleof
observations
,the
mes,b
ias,
andlim
itations
Authors
Facilitator
observations
Them
esBa
rrierob
servations
Them
esBias
Limitations
Cross
andAdler-
Milstein
3Po
licyinitiative
sha
veim
prov
edtran
sition
sbe
twee
nho
spitals
andLTCprov
idersby
ince
nti-
vizing
better
coordina
tionan
dprom
otingthead
option
ofIT
andinform
ationsharing.
Ana
-lysisof
2014
hospital
survey
data
hasindicatedthat
the
majorityof
hosp
italsroutinely
enga
gein
elec
tron
icexch
ange
Organ
izationa
lstructure/cu
lture
Self-assessmen
tsof
HIE
imple-
men
tation
may
resultin
inac-
curate
resu
lts.
Mea
suresus
edforHIE
implem
entation
vary,so
interpretationacross
boun
d-ariesisinaccu
rate
Missing
/inco
mplete
data
Self-reportda
taaresu
bjec
tto
bias
such
associal
acce
ptab
ility
Themea
sure
ofho
spital
exch
ange
was
limited
toSC
RwithLTCprov
iders,
andthere
may
have
been
othe
rtype
sof
exch
ange
.Thiswou
ldtend
toun
derstatetheap
plicab
ility
oftheresultsof
thisstud
y
Mee
hanan
dStaley
19Usage
ofHIE
inLTCsha
sshown
aredu
ctionin
read
mission
rates
dueto
less
tran
scriptionerrors
Increa
seeffec-
tive
ness
ofca
reBe
caus
eLTCsdo
notqu
alifyfor
mea
ning
fulu
seince
ntives,the
yareless
likelyto
person
ally
inve
stinto
anEH
Rsystem
oftheirow
nan
dhe
ncehe
alth
inform
ationexch
ange
Cos
tNon
eiden
tified
Stud
ylim
ited
toACOs,
soge
n-eralizab
ility
outsideof
theACO
isgrea
tlylim
ited
Faster
andmoreaccu
rate
billing
Workfl
owinte-
gration/
augm
entation
TheACO
alread
ystrugg
leswith
commun
icationwithinitsco
m-
plex
orga
nizationa
lstruc
ture;
commun
icatingou
tsidethe
orga
nizationisalargeba
rrier
Inefficien
cy
Ove
rallim
prov
edqu
alityof
docu
men
tation
andredu
ced
coststo
thepa
tien
tassociated
withdu
plicatetests/orde
rsthe
patien
tha
srece
ntlyha
ddo
nein
aprev
ious
office
Workfl
owinte-
gration/
augm
entation
Reduc
ehe
alth-
care
cost
Mee
han2
HIE
canbe
used
toex
pedite
inform
ationdu
ring
thetran
si-
tion
ofca
refrom
acuteho
spitals
totheLTC
Efficien
cyAtbe
st,acutecare
staff’sinac-
curate
completionof
theEH
RMissing
/inco
mplete
data
Workp
lace
bias:
staffinterviewed
hadacce
ssto
the
HIE
which
par-
tially
justified
theirrole
atthe
long
-term
post-
acutecare
facility
Smallsam
plesize
(n¼
20)from
onelocation
may
limitthe
external
valid
ityof
theresu
lts
Thispa
tien
tgroup
espe
cially
requ
ires
man
agem
entof
multi-
plech
ronicillne
sses
that
con-
tributeto
theirov
erallp
lanof
care
Increa
seeffec-
tive
ness
inthe
man
agem
entof
care
Resu
ltsin
aninefficien
tproc
ess
(staffmak
ingfollo
w-upph
one
calls
toclarifyon
orders,
tests)
Inefficien
cy
Thesystem
sprov
ideaseam
less
exch
ange
ofpa
tien
tda
tathat
ultimatelyim
prov
equ
alityof
care
andim
prov
eprodu
ctivity.
Man
yorga
nization
sarein
the
earlystag
esof
implem
entation
Ease
ofda
tatran
sfer
Atworst,thesega
psca
nad
verselyaffect
thepa
tien
tan
dcrea
tearead
mission
Organ
iza-
tion
alstruc-
ture/culture
Workfl
owinte-
gration/
augm
entation
Applied Clinical Informatics Vol. 9 No. 4/2018
The Use of HIE to Augment Patient Handoff in LTC Kruse et al.762
Appen
dix
B(Con
tinue
d)
Authors
Facilitator
observations
Them
esBa
rrierob
servations
Them
esBias
Limitations
andarefocu
sing
onthebe
nefits
ofim
plem
entation
ofEH
Rs
Jamoo
net
al20
Thisna
tion
widestud
yby
theU.S.DHHSrepo
rtson
how
man
yprivateprac
tice
sha
veim
plem
entedEH
Rsystem
ssinc
eONCce
rtified
thesystem
sas
mee
ting
themea
ning
fulu
secriteria.T
hereportstates
15%
oftheseprac
tice
sareac
tively
sharinginform
ationwithLTCs
Ado
ptionof
EHR
None
iden
tified
Non
eiden
tified
None
iden
tified
Basedon
seco
ndaryda
ta(N
ationa
lAmbulatoryMed
ical
CareSu
rvey
)which
may
notbe
thetest
data
toan
swer
the
research
question
Towne
etal4
Thelocation
ofan
orga
nization
(rural
orurban
)was
notfoun
dto
bealim
itation,
withrural
orga
nization
sac
tually
having
high
erratesof
adop
tion
ofEH
Rsan
dHIE
tech
nology
Ado
ptionof
EHR
Increa
sing
numbe
rof
indivi-
dualsreaching
theag
ein
which
LTCisrequ
ired
puts
anad
di-
tion
alstrain
onthealread
ystrained
healthcare
system
Organ
iza-
tion
alstruc-
ture/culture
Self-reportda
tamay
besu
bjec
tto
bias
such
associal
respon
sibility
Across-sec
tion
alstud
ydo
esno
tprov
idetren
dsov
ertime.
Data
werelim
ited
tothe20
10NSR
CF
datasetan
dco
mpa
redwiththe
2012
data.D
atawerelim
ited
tothefacilitylevel,an
dtherefore
inferenc
esco
uldno
tbemad
eto
anyothe
rsize
orga
nization
.No
data
toen
able
inferenc
esto
ruralh
ealth
Rece
ptivelead
ersh
ipOrgan
izationa
lstructure(pro-
cess)/cu
lture
Ove
rburden
edstaff
Inefficien
cy
Prop
erfund
ing
Ade
quate
fund
ing
Cos
tCos
t
Alexand
eret
al21
Theresearch
team
foun
dthat
assemblingane
tworkof
prov
i-de
rsthat
expresstheun
ique
need
sof
theorga
nization
iscritical
forprop
erim
plem
enta-
tion
ofEH
Rsan
dHIEsin
anu
r-sing
homeor
long
-term
care
facility.
HIE
inco
rporated
into
existing
workfl
ows.Pa
rticipa-
tion
intheHIEbo
thin
andou
tof
thefacility
Workfl
owinte-
gration/
augm
entation
Theprope
rim
plem
entation
ofEH
Rs,a
ndmuc
hless
HIEs,
isco
ntinge
nton
successful
staff
training
Tech
suppo
rtNone
iden
tified
Thelead
ersh
ipteam
forthe
orga
nization
was
notpresen
tdu
ring
theinterviews.
One
ofthepa
rticipatingfacil-
itiesha
don
lytw
opa
rticipan
ts
Appropriate
training
and
retraining
Tech
supp
ort
Highturnov
erin
nursingho
mes
andsimila
rorga
nizations
nega
-tively
affectstheim
plemen
ta-
tion
oftheseIT
proc
esses
Organ
iza-
tion
alstruc-
ture/culture
Getting
othe
rsto
usetheHIE
Marke
tco
nditions
Getting
theHIE
operationa
lTe
chsupp
ort
(Con
tinu
ed)
Applied Clinical Informatics Vol. 9 No. 4/2018
The Use of HIE to Augment Patient Handoff in LTC Kruse et al. 763
Appen
dix
B(Con
tinu
ed)
Authors
Facilitatorobs
erva
tion
sTh
emes
Barrierobs
erva
tion
sTh
emes
Bias
Limitations
Puttingpo
liciesfortech
nology
inplace
Organ
izationa
lstructure/cu
lture
Filip
ova6
Quicker
billing
was
iden
tified
asafacilitator
totheim
plem
en-
tation
ofEH
Rsan
dHIE
inlong
-term
care
facilities.
Improv
ing
thespee
dof
tasksan
dfunc
tion
sisabe
nefitthat
may
serveas
anince
ntivewhe
nno
gove
rnmen
t-prov
ided
ince
ntiveex
ists
Workfl
owinte-
gration/
augmen
tation
Fina
ncialc
osts
asso
ciated
with
theim
plem
entation
ofHIEsha
slim
ited
orga
nization
s,to
the
pointthat
someorga
nization
sdo
notev
enha
vethetech
nical
capacityforpu
blic
health
repo
rtingpu
rpos
es
Cos
tNon
eiden
tified
Non
eiden
tified
Tech
supp
ort
Nursesdo
notha
vetheprope
rtraining
Lack
oftraining
Yeam
anet
al22
Theim
plem
entation
ofan
HIE
andHIT
hasresulted
ina
decrea
sein
thenu
mbe
rof
read
mission
sfollo
wingthe
stud
y.Th
issh
edslig
hton
the
true
bene
fits
ofHIE
implem
entation
Increa
seeffec-
tive
ness
ofcare
Theim
portan
ceof
anHIE
can-
notbe
overstated
inLTCorga
-nization
sbe
causepa
tien
tsha
vemuc
hhigh
erhe
althca
rene
eds
than
othe
rpo
pulations
(com
orbid
cond
itions
,tak
emultiplemed
ications
,etc.).T
hebigg
estba
rriere
xperienc
edwas
ane
cessarycu
ltural
chan
ge
Organ
iza-
tion
alstruc-
ture/culture
Non
eiden
tified
Smallsam
ple(con
venien
cesample,
n¼
5)size
brings
into
question
whe
ther
itprop
erly
represen
tsthepo
pulation.Sta-
tisticalan
alysiswas
restricted
tode
scriptiveon
ly.A
saresu
lt,
even
correlationwou
ldbe
diffi-
cultto
justify.
Onlych
iefco
mplaintswere
exam
ined
fortran
sfer
anddid
notexam
inewhe
ther
theco
m-
plaintswererelatedto
anex
isting
cond
itionor
new
cond
ition
Peters
and
Bunk
ers2
3Th
eco
ordina
tionof
chronic
care
hasbe
eniden
tified
asrequ
iringtheassistan
ceof
man
yindividua
ls.P
roviding
accu
rate
inform
ationiscritical
totheim
plem
entation
ofa
successful
HIE
Enha
nce
commun
ication
Billing
andCPT
coding
proc
e-du
resmus
tbe
prop
erly
under-
stoo
dby
theprov
ider
andthe
patien
t.Ifthisisno
tthecase,
thereportedinform
ationmay
beinco
rrec
tan
dno
tof
useto
themed
ical
bene
fitof
the
patien
t.Com
orbiditiesex
acer-
bate
thepo
ssibility
ofco
nfu-
sion
,aco
mmon
alityam
ongthe
geriatricpo
pulation
Missing
/inco
mplete
data
Not
astud
y
Hill
etal24
HIEsha
vebe
ende
mon
strated
asefficien
taids
toph
ysicians
byallowingamorein-dep
th,long
-term
view
into
thepa
tien
t’s
history
Efficien
cyCurrently,“
unique
”iden
tifiers
may
pose
issu
esiforga
nization
sov
erlaptheform
atused
asa
unique
iden
tifier
Lack
ofda
tastan
dards
Not
astud
y
Applied Clinical Informatics Vol. 9 No. 4/2018
The Use of HIE to Augment Patient Handoff in LTC Kruse et al.764
Appen
dix
B(Con
tinu
ed)
Authors
Facilitatorobs
erva
tion
sTh
emes
Barrierobs
erva
tion
sTh
emes
Bias
Limitations
Increa
seeffec-
tive
ness
ofcare
Form
atsforstoringmed
ical
reco
rdscrea
tesilosthat
resist
sharing
Missing
/inco
mplete
data
Alexand
eret
al18
Research
ersim
plem
entedpro-
cess
improv
emen
tmea
suresin
age
ograph
icloca
tion
with
someof
thehigh
estratesof
30-
dread
mission
s.Th
e16
orga
ni-
zation
sin
thestud
ywere
rece
ptiveto
phased
implem
en-
tation
ofaHIE.Th
eresu
ltsof
theim
plem
entation
canbe
uti-
lized
forbe
nchm
arking
pur-
poses.
Thiswas
anim
plem
entation
stud
yan
dau
thorswerealso
part
ofthe
implem
entation
team
;the
re-
fore,therewas
apo
tentialfor
cogn
itivebias
Organ
izationa
lstructure/cu
lture
Networkpitfallsca
noc
curas
aresu
ltof
poorne
tworkplan
ning
orim
prop
eralignm
entwith
clinical
workfl
ow
Tech
supp
ort
Non
eiden
tified
Add
itiona
ltec
hnological
and
human
reso
urce
saredifficu
ltto
comeby
forev
eryorga
nization
Use
caseswerehe
lpful
Marke
tco
nditions
Everyfacilityne
eded
addition
altech
nological
andhu
man
reso
urce
sto
build
theHIE
netw
ork
Organ
iza-
tion
alstruc-
ture/culture
Hassole
tal25
Theintrod
uction
ofan
HIE
tofacilitatetheexch
ange
ofinfor-
mationne
cessaryto
crea
teco
ntinuity
ofca
redo
cumen
tswas
wellrec
eive
dam
onglong
-term
care
prov
iders
Organ
izationa
lstructure/cu
lture
ITco
nstraintsin
thelong
-term
care
setting
Tech
supp
ort
Non
eiden
tified
Only29
ofthe51
HIEs
respon
ded
,which
may
limit
gene
ralizab
ility
toallH
IEs
Theprop
erexch
ange
ofinfor-
mationwill
resu
ltin
safertran
-sitions
ofpa
tien
tsinto
thelong
-term
care
setting
Patien
tsafety
LTCorga
nization
srece
iveno
ince
ntiveforthead
option
ofHIT
initiative
s
Cos
t
Abramso
net
al5
Organ
izations
withan
EHRwere
foun
dto
be2.5times
more
likelyto
participatein
some
form
ofHIE,althou
ghthemos
tco
mmonHIE
mec
hanism
inplaceisin
correspo
nden
cewith
pharmacies
Adop
tion
ofEH
RLack
offiscal
ince
ntives
forHIT
adop
tion
Cos
tDataco
llection
bias
beca
useno
tallsurve
yswere
complete
Onlyco
nduc
tedin
New
York
City,
soex
ternal
valid
ationcan-
notbe
assured.Not
allsurve
yswereco
mpleted
,which
mad
eco
nclusion
sless
than
robu
st
(Con
tinue
d)
Applied Clinical Informatics Vol. 9 No. 4/2018
The Use of HIE to Augment Patient Handoff in LTC Kruse et al. 765
Appen
dix
B(Con
tinue
d)
Authors
Facilitatorobs
erva
tion
sTh
emes
Barrierob
servations
Them
esBias
Limitations
Altho
ughthereisno
fina
ncial
ince
ntivefornu
rsingho
me
adop
tion
,orga
nizations
have
adop
teddu
eto
thede
mon
-strablebe
nefits
ofim
prov
edco
mmun
ication
Enha
nce
commun
ication
Lack
ofinteroperab
ility
with
curren
tsystem
sLack
ofda
tastan
dards
Initialc
ostof
acquisition
Cos
t
Com
peting
priorities
Organ
iza-
tion
alstruc-
ture/culture
Ong
oing
cost
ofmaintaining
anEM
RCos
t
Rich
ardso
net
al9
Datatran
sfer
viaHIE
quickly
aggreg
ates
patien
treco
rdda
tafrom
variou
sHIE
source
san
ddistribu
tespa
tien
tstatus
info
totheen
tire
clinicalteam
(not
just
oneclinician)
Ease
ofda
tatran
sfer
Interorgan
izationa
lHIE
data
tran
sfer.Lack
ofco
mpe
ting
stakeh
older
buy-in
Organ
iza-
tion
alstruc-
ture/culture
Thestud
ywas
performed
within
theresearch
ers’
ownfacility,
which
couldbias
theda
taitself
NoED
physicianinterviewsto
augm
entda
taco
llection
Enha
nce
commun
ication
Misalignm
entwithclinical
workfl
owsthat
inhibiteduseof
HIE-based
patien
ttran
sfer
data
Inefficien
cy
Cam
pion
etal26
Theim
plem
entation
ofda
tash
aringam
ongorga
nization
sha
sbe
enfoun
dto
reduc
ehe
althcare
costs
Redu
cehe
alth-
care
cost
Tech
nological
maturity
Marke
tco
nditions
Self-repo
rtda
tamay
besu
bjec
tto
bias
such
associal
resp
onsibility.
Participan
tswere
notprov
ided
aclea
rde
finition
ofba
rriers
toad
op-
tion,
sotheir
resp
onsesmay
threaten
con-
struct
valid
ity
Smallsam
plesize
brings
into
questionwhe
ther
itprop
erly
represen
tsthepo
pulation.
Theda
taus
edin
thisstud
ydo
notac
tually
illus
tratethesh
ar-
ingof
patien
tda
ta
Vend
orpa
rticipation
Marke
tco
nditions
Privac
yan
dsecu
rity
Privac
yan
d/or
secu
rity
Regulatoryrequ
irem
ents
Lega
len
vironm
ent
Tech
nica
lsup
port
Tech
suppo
rt
Organ
izationa
lstruc
ture
Organ
iza-
tion
alstruc-
ture/culture
Workfl
owintegration
Inefficien
cy
Datastan
dards
Lack
ofda
tastan
dards
Prov
ider
attitude
sOrgan
iza-
tion
alstruc-
ture/culture
Fina
ncialresou
rces
Cos
t
Hea
lthplan
participation
Marke
tco
nditions
Applied Clinical Informatics Vol. 9 No. 4/2018
The Use of HIE to Augment Patient Handoff in LTC Kruse et al.766
Appen
dix
B(Con
tinue
d)
Authors
Facilitatorob
servations
Them
esBarrier
obs
erva
tion
sTh
emes
Bias
Limitations
Lyng
stad
and
Hellesø
27Lack
ofco
mmun
icationisa
lead
ingcaus
eof
errorin
healthca
re
Enha
nce
commun
ication
Onc
eim
plem
ented,
adistinct
limitationremains
that
EHRs
containretrospe
ctivepa
tien
tda
taan
dcaregive
rsne
edsys-
temsformea
nsof
prospe
ctive
commun
icationab
outthe
patien
t
Missing
/inco
mplete
data
Selectionbias
lean
edtoward
moreex
peri-
ence
dworke
rs,
soex
ternal
valid
-ityislim
ited
Onlyex
amined
Norw
egian
orga
nization
s
Dec
reasead
verseev
ents
Increa
seeffec-
tive
ness
ofcare
Save
time
Workfl
owinte-
gration/
augmen
tation
Patien
tsafety
Patien
tsafety
Wan
get
al28
Hospital-b
ased
LTCsan
d/or
nursingho
mes
have
agrea
ter
likelihoo
dof
adop
ting
EHRsys-
temsinto
theirprac
tice
(espe-
cially
ifin
aruralloc
ation)
Ado
ptionof
EHR
Organ
izationa
lbarriersto
EHR
system
sin
LTCsinclud
enu
mbe
rof
beds
,urba
nor
real
loca
tion
,ho
spital-based
orfree
stan
ding
,an
dfor-profi
tor
nonp
rofit
Marke
tco
nditions
Non
eiden
tified
Thereisno
unan
imou
sag
ree-
men
ton
mea
suring
HIT
adop
tion
Ultim
atelythiswill
increa
seprod
uctivity
amon
gstaffan
dprov
iders
Workfl
owinte-
gration/
augmen
tation
ITacce
ptan
ceisinflue
nced
bype
rforman
ceex
pectan
cy,e
ffort
expe
ctan
cy,s
ocialinfl
uenc
e,an
dvo
luntariness
Organ
izationa
lstructure/cu
lture
MacTa
ggartan
dTh
orpe
7Th
erepo
rtsu
mmarizes
how
LTCsca
nfacilitatepa
tien
tca
reus
ingcu
rren
ttech
nologiesan
dprov
ides
mea
suresforsuccess
utilizing
gove
rnmen
tresource
san
dtheirem
ploy
ees
Prope
rfund
ing
Fund
ingco
ntinue
sto
serveas
themainprob
lem
inim
ple-
men
ting
HIT
toolsat
LTCs
Cos
tNot
astud
y
Kessleret
al8
Thisve
ryco
mpreh
ensive
review
ofov
er20
0articles
onthe
elde
rlypa
tien
ts’trans
itionfrom
nursingho
mes
totheED
give
sa
fairly
accu
rate
portrayalo
fcu
r-rent
issu
esan
dalso
prov
ides
somereco
mmen
dations
asso
lution
s
Non
eiden
tified
Thearticlereinforces
theco
m-
mon
them
ethat
aprim
aryba
r-rier
oftrea
ting
theelde
rlyisa
lack
ofco
mmun
icationbe
twee
nallfacilities
Inefficien
cyCog
nitive
bias
andbe
havioral
bias
None
iden
tified
Lack
oftraining
Lack
oftraining
Ham
annan
dBe
zborua
h29
Ana
lysisof
anorga
nization
’stax
status
prov
ides
insigh
ton
HIE
userates,
aswella
sratesof
implem
entation
ofIT
mec
han-
isms.
Nonp
rofitorga
nization
s
Organ
izationa
lstructure/cu
lture
Privac
yreason
scanfunc
tion
toreduc
ethelikelihoo
dof
statis-
tically
sign
ificant
resu
lts
Privac
yan
d/or
secu
rity
Non
eiden
tified
Limited
samplealso
limitsthe
external
valid
ity
(Con
tinue
d)
Applied Clinical Informatics Vol. 9 No. 4/2018
The Use of HIE to Augment Patient Handoff in LTC Kruse et al. 767
Appen
dix
B(Con
tinue
d)
Authors
Facilitator
observations
Them
esBa
rrierob
servations
Them
esBias
Limitations
areshownto
bemorelikelyto
utilize
EHRsthan
theirfor-profit
coun
terparts
Regu
latory
requiremen
tsalso
func
tion
differen
tlyon
astate-
to-state
basisan
dca
nskew
the
continuity
ofresu
lts
Lega
len
vironm
ent
Wolfet
al30
Organ
izations
left
outof
adop
-tion
ince
ntives
requ
irethe
grea
test
assistan
cein
the
adop
tion
oftech
nology
and
demon
strate
atrem
endou
sne
edforIT
dueto
thepo
pula-
tion
need
s
Tech
supp
ort
Current
survey
question
suti-
lized
dono
tprope
rlyassess
the
need
ofEH
Rsin
LTCfacilities.
Survey
question
ssh
ould
bemodified
toaccu
rately
depict
thene
ed
Missing
/inco
mplete
data
Nonrespo
nsebias
from
ineligible
hospitals(cou
n-teredby
weigh
t-ing).
Self-repo
rtda
tamay
besu
bjec
tto
bias
such
asso
cial
respon
sibility
Seco
ndaryda
tawereus
edwhich
may
notprope
rlyad
dress
theresearch
question
Kern
etal11
Allfacilitiestheau
thorsreache
dou
tto
participated
inthesur-
vey.
Also,
they
allrec
eive
dthe
sametype
ofstatefund
ing
towardEH
Rim
plem
entation
(HEA
L1gran
tees).Th
estud
yassessed
facilitiesba
sedin
New
York,w
here
thereisthelargest
state-based
inve
stmen
t(nationw
ide)
ofEH
Rsan
dHIE
system
s.New
York
canserveas
amod
elan
dthestud
yha
sna
tiona
limplications
asthe
coun
tryismov
ingtowardco
n-tinu
edinve
stmen
tin
HIT
infrastruc
ture
Prope
rfund
ing
Thesamplesize
(26)
isamajor
limitation,
andtheresultswere
ofbo
rderlin
estatisticalsignifi-
canc
e.Th
estud
yalso
question
son
lyon
etype
ofgran
trec
ipient,
althoug
hthestateha
svariou
sHIEgran
ts.T
heresultsmay
vary
ifthestud
yisread
ministered
withallo
ftheHEA
Lprogram
gran
tees
Cos
tNone
iden
tified
Smallsam
plesize
andresu
lts
that
werebo
rderlin
esignificant.
Thelatter
was
helped
bylarge
effect
sizes.
Onlyon
esource
offund
ingwas
exam
ined
.Th
isstud
yco
llected
observa-
tion
son
lyafter1y:
Long
ertimes
arene
cessaryto
iden
tify
sustaina
bility
Abbrev
iations
:ACO,a
ccou
ntab
lecare
orga
nization
;ED
,em
erge
ncyde
partmen
t;EH
R,elec
tron
iche
alth
reco
rd;HIE,he
alth
inform
ationexch
ange;
HIT,he
alth
inform
ationtech
nology
;LTC,long
-term
care.
Applied Clinical Informatics Vol. 9 No. 4/2018
The Use of HIE to Augment Patient Handoff in LTC Kruse et al.768
Appen
dix
CDetailo
fstud
yde
sign
,qua
lity,
care
setting,an
dcritique
ofstud
y
Authors
Studydesign
0¼
Qua
litative
1¼
Qua
ntitative
2¼
Mixed
3¼
Review
4¼
Other
Qua
lity
Critiqu
eof
study
Caresetting
Cross
and
Adler-
Milstein
3
Cross-sec
tion
al,q
uantitative
stud
y;seco
ndaryda
taan
alysis
1High-qu
ality,
largesample
(n¼
1,99
1)Con
foun
ders
notco
nsidered
for
effectsattributed
toHIE.Num
-be
rof
LTCfacilitiesat
theothe
ren
dof
HIE
commun
icationno
tiden
tified
.Reg
ionof
coun
tryno
tiden
tified
Hospitalsan
dlong
-term
care
facilities
Mee
hanan
dStaley
19Re
view
2Mode
rate-qua
lityreview
ofsev-
eral
good
-qua
litystud
ies
(N¼
11)
Narrow
focu
sof
thestud
ymak
esitsco
nclusions
difficu
ltto
use
outsideACOs.
Stud
ylim
ited
toACOs,so
gene
ralizab
ility
outside
oftheACO
isgrea
tlylim
ited
Outpatient
Mee
han2
Qua
litative,
interview-based
stud
y0
Mode
rate-qua
lity,
smallsam
ple
size
forsocial
scienc
es(n
¼20
)Werestaffm
embe
rsinterviewed
therigh
tpe
ople
tokn
ow?Were
confou
ndingfactorsprop
erly
cons
idered
foreffectsqu
eried
abou
t?ACOsmay
notbe
old
enoug
hto
really
know
prope
rcaus
ean
deffect
relations
hips
Long
-term
post-acu
tecare
Jamoo
net
al20
Databrief
4High-qu
alityda
tabriefsummar-
izingEH
Rad
option
ratesna
tion-
wide20
13to
2014
Non
eoffice
-based
care
Towne
etal4
Cross-sec
tion
al,q
uantitative,
usingseco
ndaryda
ta1
High-qu
ality,
largesample
(n¼
2,30
2).
Self-reportda
tawereno
tfol-
lowed
upwithteleph
one
calls
orem
ailsto
questionor
extend
the
data
Reside
ntial-carefacilities
Alexand
eret
al21
Qua
litative,
interview-based
stud
y0
Mode
rate-qua
lity,
smallsam
ple
forsocial
scienc
es(n
¼15
)of
nursingho
melead
ers
Limited
scop
eof
stud
yprev
ents
applying
resu
ltsex
ternal
tothe
smalln
umbe
rof
orga
nization
sinterviewed
.Lev
elof
expe
rien
ceof
thelead
ersinterviewed
was
notno
rmalized
forco
mparison
Nursing
homes
Filip
ova6
Qua
litative,
interview-based
stud
y0
High-qu
alitystud
y,go
odsample
size
(n¼
156)
aCofou
ndingfactorsforfind
ings
notex
plored
skilled
nursingfacilities
Yeam
anet
al22
Retrospec
tive,q
uantitative
design
1Marginalqu
alitywithave
rysm
all
sampleforsocial
scienc
es(n
¼5)
Con
foun
ding
factor
ofread
mis-
sion
ratesde
crea
sing
across
the
nation
was
note
xplored.
Was
the
Long
-term
care
andac
ute-care
settings
(Con
tinue
d)
Applied Clinical Informatics Vol. 9 No. 4/2018
The Use of HIE to Augment Patient Handoff in LTC Kruse et al. 769
Appen
dix
C(Con
tinue
d)
Authors
Studydesign
0¼
Qualitative
1¼
Quan
titative
2¼
Mixed
3¼
Review
4¼
Other
Qua
lity
Critiqu
eof
stud
yCaresetting
effect
repo
rted
attributab
leto
theus
eof
HIE
orto
natural
nation
altren
d?Th
eresearch
ers
notedthat
itisdo
ubtfulthat
their
find
ings
couldbe
duplicated
,which
shed
sdo
ubton
thescien-
tificna
ture
ofthisstud
y
Peters
and
Bunk
ers2
3Ed
itorial
4N/A
Chroniccare
man
agem
ent,
office
-based
andho
me-ba
sed
care
Hill
etal24
Editorial
4N/A
Hospital-b
ased
,office
-based
Alexand
eret
al18
Mixed
metho
d2
Goo
d-qua
lity,
mod
erate-sized
sampleforsocial
scienc
es(n
¼32
0),clinical
observation,
usecases,
andsemistruc
tured
interviewswithstaffof
16nu
r-sing
homes
Research
ersdidno
tfollo
wup
survey
swithcalls,no
rdidthey
attempt
toco
ntac
tthose
HIEs
that
didno
trespon
d.Valua
ble
inform
ationco
uldha
vebe
enga
thered
from
theseothe
rmea
nsof
commun
ication
Nursing
homes
Hassole
tal25
Mixed
metho
d2
Goo
d-qua
lity,
mod
erate-sized
sampleforsocial
scienc
es(n
¼27
),su
rvey
aske
dseve
ral
question
sto
HIEsac
ross
the
nation
Research
ersdidno
tfollo
wup
survey
swithcalls,no
rdidthey
attempt
toco
ntac
tthose
HIEs
that
didno
trespon
d.Valua
ble
inform
ationco
uldha
vebe
enga
thered
from
theseothe
rmea
nsof
commun
ication
Long
-term
acute-care
settings
Abram
son
etal5
Cross-sec
tion
al,mixed
metho
ds
2Goo
d-qua
lity,
mod
erate-sized
sampleforsocial
scienc
es(n
¼37
5),clinical
observation,
usecases,
andsemistruc
tured
interviewswithstaffof
16nu
r-sing
homes
Research
erslim
ited
theirstud
yto
thestateof
New
York,w
hich
makes
itdifficu
ltto
applytheir
resu
ltselsewhe
re.Itwou
ldha
vebe
enhe
lpfuliftheresearch
ers
hadco
ntac
tedthenu
rsing
homes
that
didno
trespon
dto
thesu
rvey
topromotetheir
participation
Nursing
homes
Richa
rdso
net
al9
Semistruc
turedteleph
onean
din-perso
ninterviewswithinfor-
maticians
,he
althcare
0Goo
d-qua
lity,
mod
erate-sized
sampleforsocial
scienc
esRe
search
was
cond
uctedwith
inhe
rent
bias
beca
useitwas
Skilled
nursingfacility
Applied Clinical Informatics Vol. 9 No. 4/2018
The Use of HIE to Augment Patient Handoff in LTC Kruse et al.770
Appen
dix
C(Con
tinue
d)
Authors
Studydesign
0¼
Qualitative
1¼
Quan
titative
2¼
Mixed
3¼
Review
4¼
Other
Qua
lity
Critiqu
eof
stud
yCaresetting
administrators,
softwareen
gi-
neers,
andprov
iders
(n¼
18),of
prov
idersan
dad
ministratorsof
aSN
Fwithintheresearch
er’s
own
facility
Cam
pion
etal26
Cross-sec
tion
alretrospe
ctive
stud
yusingseco
ndaryda
ta1
Mod
eratequ
alitywithasm
all
samplesize
forso
cial
scienc
es(n
¼8)
toev
alua
teda
tafrom
HIEsin
New
York
Thisisan
othe
rstud
ythat
was
limited
tothestateof
New
York.
Itwou
ldha
vebe
enbe
tter
ifthe
stud
ywou
ldha
veex
tend
edbe
yond
onestateso
that
resu
lts
couldha
vebe
enmorewidely
applied
Non
e
Lyng
stad
and
Hellesø
27Cross-sec
tion
al,mixed
metho
ds
stud
y2
Goo
dqu
alitywithlargesample
(n¼
1,07
5)interviewed
both
home-he
alth
care
nurses
and
gene
ralp
ractitione
rs
Factorsno
tco
nsidered
were
person
alpreferen
cesforco
m-
mun
icationan
dge
neration
aldifferen
cesin
acce
ptan
ceof
tech
nology
Hom
ehe
alth
Wan
get
al28
Cross-sec
tion
al,mixed
metho
ds
stud
y2
Goo
dqu
ality,
good
sample
(n¼
136)
Thisstud
yde
signseem
edto
bedriven
moreby
budg
etthan
byintention
Long
-term
care
Mac
Tagga
rtan
dTh
orpe
7Ed
itorial
3N/A
Long
-term
care
andpo
st-acu
tecare
settings
Kessleret
al8
Review
3High-qu
alityreview
(n¼
200)
N/A
Geriatric
care
tran
sition
sto
ED
Ham
annan
dBe
zborua
h29
Retrospec
tive,m
ixed
design
,us
ingseco
ndaryda
ta2
High-qu
alityus
inggo
odsample
size
(n¼
1,17
4)us
ingastrati-
fied
,multiph
asesamplingtech
-niqu
efornu
rsingho
mes
across
theco
untry
None
Nursing
homes
Wolfet
al30
Retrospec
tive,q
uantitative
design
,us
ingseco
ndaryda
ta1
High-qu
alityus
inglargesample
(n¼
3,65
3)Th
eda
tasetfrom
theAHAco
uld
have
been
augmen
tedwiththe
datasetfrom
HIM
SSto
corrob
o-rate
tren
dsan
dfind
ings
Long
-term
acuteca
re(n
¼14
4),
reha
bilitation(n
¼10
8),ps
y-ch
iatric
(n¼
240),s
hort-term
acuteca
re(n
¼3,16
1)
Kern
etal11
Long
itud
inal
coho
rtstud
yof
commun
ity-ba
sedorga
nization
sfu
2Mod
erate-qu
ality,
smallsam
ple
size
forsocial
scienc
es(n
¼26
)None
Inpa
tien
tan
dou
tpatient.S
ur-
veys
includ
edallp
articipa
ting
HIE
orga
nization
sin
New
York
state
Abb
reviations
:ACO,acco
untablecare
orga
nization;
AHA,American
HospitalA
ssoc
iation
;EH
R,elec
troniche
alth
reco
rd;HIE,he
alth
inform
ationexch
ange
;HIM
SS,Hea
lthc
areInform
ationan
dMan
agem
ent
System
sSo
ciety;
HIT,he
alth
inform
ationtech
nology;
LTC,long
-term
care.
a Acautionshouldbe
notedthat
inqu
alitativeresearch
,more
isno
tne
cessarily
better
beca
usealarger
sample
might
indica
tealack
ofde
pthof
interview.
Applied Clinical Informatics Vol. 9 No. 4/2018
The Use of HIE to Augment Patient Handoff in LTC Kruse et al. 771