Publication
Article
The American Journal of Managed Care
Author(s):
We assessed physician attitudes on ease of use of electronic health record (EHR) functionalities related to “Meaningful Use” and whether ease of use was associated with EHR characteristics.
ABSTRACT
Objectives: To assess physician attitudes on ease of use of electronic health record (EHR) functionalities related to “Meaningful Use” (MU) and whether perceived ease of use was associated with EHR characteristics, including meeting MU criteria, technical assistance from EHR vendors or regional extension centers, and the amount of clinical staff training.
Study Design: A cross sectional analysis of the 2011 Physician Workflow study, nationally representative of US office-based physicians.
Methods: Cross-sectional data were used to examine physician attitudes on ease of use of 14 EHR functionalities related to MU, among physicians with any EHR system.
Results: For 11 of the 14 EHR functions examined, physicians with EHRs that met MU criteria were significantly more likely than physicians that also utilized EHR systems to report that EHR functions were easy to use. For 8 of the functions examined, physicians receiving technical assistance from a vendor or regional extension center were significantly more likely to report that the EHR function was easy to use.
Conclusions: Our study of a nationally representative survey of office-based physicians found that physicians’ adoption and perceived ease of use of EHR functionalities related to MU was generally high.
Am J Manag Care. 2015;21(12):e684-e692
Take-Away Points
Physician attitudes on ease of use of electronic health record (EHR) functionalities were generally positive.
The Health Information Technology for Economic and Clinical Health (HITECH) Act of 2009 created incentives and provided technical assistance to spur widespread adoption of electronic health records (EHRs) in the United States. HITECH was designed to support greater use of health information technology in order to improve the efficiency and quality of patient care. Among its many provisions, HITECH authorized the Medicare and Medicaid EHR Incentive Programs, which began providing incentive payments to physicians and hospitals that demonstrated “Meaningful Use” (MU) of EHRs in 2011. HITECH also established a national EHR Certification Program to ensure that certified EHR technology included specific functionalities that meet MU criteria. In 2011, more than half of office-based physicians had adopted some type of EHR system, and about three-fourths of these physicians reported that their EHR was certified to meet MU criteria.1
To achieve the aims of HITECH, it is important to understand physician attitudes toward the use of EHRs after adoption. A key factor in physician acceptance of EHRs is the extent to which users perceive the technology to be easy to use and useful in enhancing patient care.2,3 Since certification requires that functionalities meet technical standards, physician attitudes toward newer, more robust EHRs that meet MU criteria may differ from older systems. Attitudes may also depend on EHR implementation, such as receipt of technical assistance and amount of training.4 Anecdotal reports suggest growing physician dissatisfaction with the usability of EHRs,5 and physician difficulties in using EHR systems may lead to unintended consequences such as new work and safety issues.6 Thus, understanding the factors related to physician attitudes on ease of use of specific EHR functions has important clinical and policy implications.
Prior research on physician attitudes regarding EHRs has focused on the barriers and benefits of EHR adoption,7-9 satisfaction with EHRs overall10,11 and during implementation,12,13 and influences of EHR use on professional and workplace satisfaction.14-16 Fewer studies have focused on the association of EHR characteristics with ease of use related to specific EHR functions.17,18 Physician surveys from single states have found relationships between EHR robustness and physician satisfaction with EHRs overall,10,19 and a recent study using national data found that physicians using certified EHRs were more likely to report clinical benefits.20 However, these studies were limited to EHR robustness in relation to perceptions of satisfaction and usefulness, but not ease of use. Important gaps remain in our understanding of the associations between EHR characteristics with perceived ease of use, particularly for newer functionalities, such as secure messaging and public health reporting.
This study used nationally representative survey data from 2011 to examine physician attitudes on the ease of use of EHR functionalities related to MU. We also assessed whether perceived ease of use varied by EHR characteristics, including EHR certification, receipt of technical assistance from vendors or regional extension centers, and the amount of clinical staff training. Findings have important policy implications for the potential role of robustness and implementation support to influence physician attitudes on usability of some EHR functions.
METHODS
Data Sources and Analysis Sample
The data source was the 2011 National Ambulatory Medical Care Survey (NAMCS) Physician Workflow study, the first wave of a longitudinal panel survey of US office-based physicians.1 The Physician Workflow study was conducted by the National Center for Health Statistics and collected information on physicians’ attitudes toward and experiences with EHRs across many domains. Survey content was developed with the guidance of an expert advisory panel, and separate questionnaires were developed for physicians using an EHR and physicians who had not yet adopted an EHR. Questions about ease of use of specific EHR functionalities were included on the EHR adopter questionnaire only.
The sample for the Physician Workflow study was a subset of physicians who were contacted to participate in the 2011 NAMCS Electronic Health Records Survey (NEHRS). The target universe for the NAMCS was nonfederal, office-based physicians in the United States, excluding radiologists, anesthesiologists, and pathologists. A total of 5232 physicians were sampled for the Physician Workflow study; the response rate for the 2011 survey was 61%, yielding a final sample size of 3180. This analysis was limited to respondents who used an EHR at their primary practice location in 2011 (n = 1793). Information on adoption of specific EHR functions was obtained from corresponding respondents of the 2011 NEHRS. Additional information on the survey methods is available elsewhere.1
Rates of Adoption and Physician Attitudes on Ease of Use of Specific EHR Functions
We examined rates of adoption and physician attitudes on the ease of use of EHR functionalities related to MU. Adoption of specific EHR functions was measured using a NEHRS question asking whether the physician’s reporting location had computerized capabilities for each function. Fourteen of the 16 EHR functions listed in the Physician Workflow study mapped to MU Stage 1 or Stage 2 core or menu requirements; we focused our analyses on these 14 functions.
Perceived ease of use was measured from physician responses to the question: “Please indicate your level of ease or difficulty for each EHR function.” Response categories included: “very easy,” “easy,” “difficult,” “very difficult,” and “not applicable.” Physicians were instructed to select “not applicable” if they did not have or did not use a particular EHR function. Physicians were considered as having adopted and been using a specific function if they had a response other than “not applicable” for the question about ease of use of the function. We reported on physicians’ perceived ease of use of EHR functionalities, conditional on their adoption and use of that specific function. To report on ease of use, we used dichotomous variables that combined the “very easy” and “easy” responses into 1 group and combined “difficult,” “very difficult,” and missing responses in the comparison group. Missing responses across items ranged between 1% and 13% of physicians. Because we coded missing responses as “difficult” or “very difficult” in the analysis, rather than excluding them from the denominator, the estimates of ease of use may be conservative. Results were not sensitive to the exclusion of missing responses.
EHR Characteristics Associated With Perceived Ease of Use
The study hypothesized that EHR characteristics, including certification and implementation support, would be positively associated with perceived ease of use.
To measure EHR certification, we created a dichotomous variable indicating whether or not the respondent’s EHR was certified to meet the Stage 1 MU criteria. This variable was created based on responses to the question: “Does your current system meet Meaningful Use criteria as defined by the Centers for Medicare & Medicaid Services (CMS)?” Response categories were “yes,” “no,” and “uncertain.” Physicians who answered “yes” were considered to have EHRs that met MU criteria. Of the entire sample, 8.4% answered “no,” 14.4% answered “uncertain,” and 1.4% did not answer the question. Sensitivity analyses using an alternative measure of whether physicians had 9 of the 15 computerized capabilities that compose the core MU requirements yielded similar results to the main analysis.
To measure EHR implementation support, we created variables for technical assistance from EHR vendors or regional extension centers and the amount of clinical staff training. Receipt of technical assistance was measured using the questions: “Did you receive help from EHR vendors in analyzing your practice work flow?” and “Did you receive help from regional extension centers (RECs) in analyzing your practice work flow?” Since respondents may have received assistance from both vendors and RECs, we combined “yes” responses to either question as having received technical assistance. The amount of clinical staff training was determined using the question: “How many hours, on average, did clinical staff spend in training to implement your practice’s EHR system?” To balance cell sizes, we created 3 categories for the amount of training as 0 to 8 hours (combining responses “1 to 8 hours” and “did not receive training”), 9 to 40 hours, and 41 or more hours (combining “41 to 80 hours” and “over 80 hours”).
Table 1
In multivariate analyses, we included additional controls for physician (age, specialty) and office characteristics (size [number of physicians], ownership, practice type, metropolitan status, region) that have been associated with EHR adoption and physician attitudes toward EHRs in previous research (listed in ).21,22
Analyses
Univariate descriptive statistics were calculated to describe the percent of physicians that adopted specific EHR functions, and among EHR adopters, the percent of physicians who reported the EHR function was easy to use (either “very easy” or “easy”). Multivariate logistic regression analyses were used to examine whether perceived ease of use varied by EHR characteristics while controlling for other physician and office characteristics. All analyses were conducted using Stata version 11.2 software (StataCorp LP, College Station, Texas) using weights to account for nonresponse and adjusting standard errors for the complex survey design of the data.
RESULTS
EHR Characteristics Among Physicians With Any EHR
Table 2
Using a nationally representative sample of EHR adopters, more than three-fourths (76%) reported that their EHR met MU criteria (). Fewer than half (45%) of EHR adopters reported the receipt of technical assistance with analyzing practice work flow from EHR vendors or RECs. About 1 in 5 (22%) physicians with any EHR received 41 or more hours in clinical staff training to implement their EHR system.
Adoption and Perceived Ease of Use of EHR Functionalities Related to Meaningful Use
Table 3
Among physicians that had adopted an EHR, physicians’ rate of adopting and using 14 EHR functions related to MU ranged from 98% (recording a comprehensive list of medications and allergies) to 40% (public health reporting) (). Overall, at least 75% of EHR adopters reported adopting and using 9 of the 14 EHR functions we examined. Functions related to documentation had the highest rates of adoption and use; exchanging secure messages with patients and public health reporting had the lowest adoption rates.
Among physicians who reported adopting and using a given EHR function, the percent who reported the function was easy to use ranged from 91% (viewing laboratory results) to 49% (public health reporting). At least 75% of EHR adopters considered 10 of the 14 functions we examined as easy to use; this included functions related to documentation, ordering, viewing results, decision support, patient engagement, and clinical data exchange.
In general, the percent of physicians who considered a particular EHR function to be easy to use was higher for more commonly adopted EHR functions and lower for less commonly adopted EHR functions. For example, the percent of physicians who considered the least commonly adopted functions as easy to use, were relatively low; these included public health reporting (49%), viewing data on quality measures (63%), secure messaging with patients (68%), and reminders based on guidelines (69%).
EHR Characteristics and Perceived Ease of Use of Specific EHR Functions
Table 4
eAppendix Table
Physician attitudes on ease of use of specific EHR functions varied according to some EHR characteristics () (see also [eAppendix available at www.ajmc.com]). For 12 of the 14 functions examined, physicians with EHRs that met MU criteria had 56% to 196% higher odds of reporting the EHR function was easy to use. EHR certification had the strongest association with perceived ease of use in providing reminders for guideline-based interventions or screening tests (+196% difference in the odds of ease of use) and providing patients with a clinical summary for each visit (+176%). EHR functions related to documentation and viewing clinical data showed smaller differences based on whether physicians’ EHRs met MU criteria. For example, EHR certification had no significant effect on ease of use for recording a comprehensive list of medication and allergies or viewing imaging reports.
Receipt of technical assistance from EHR vendors or RECs had some association with perceived ease of use (Table 4). For 8 of the 14 functions examined, physicians receiving technical assistance had 55% to 174% higher odds of reporting that the EHR function was easy to use. Technical assistance had the strongest relationships with ease of use of EHR functions related to public health reporting (+174%), viewing data on quality of care (+101%), and exchanging secure messages with patients (+98%).
The amount of clinical staff training had little association with perceived ease of use (Table 4). Relative to 0 to 8 hours, clinical staff training of 9 to 40 hours had no effect on perceived ease of use for any EHR functions. Training of 41 or more hours was associated with 51% to 60% lower odds of reporting that the EHR function was easy to use for 4 functions: viewing imaging reports, recording clinical notes, providing patients with clinical summaries, and recording problem lists.
Physician and Office Characteristics Associated With Perceived Ease of Use of Specific EHR Functions
With the exception of practice ownership, we found little association of physician and office characteristics with perceived ease of use that was consistent across the 14 EHR functions (see eAppendix Table). For 9 of the 14 functions examined, physicians in practices owned by a health maintenance organization (HMO) or other healthcare corporation had 125% to 494% higher odds of reporting the EHR function was easy to use compared with physicians working in physician-owned practices.
DISCUSSION
Using a nationally representative survey of office-based physicians conducted in 2011,1 in this study, we provide one of the first studies on the association of EHR characteristics with physician attitudes on ease of use of EHR functionalities related to MU.10,16,18,19 We found that both adoption of specific EHR functions and perceived ease of use were relatively high. In 2011, at least three-fourths of EHR adopters reported adopting and using 9 of 14 EHR functions related to MU; furthermore, at least 3 of 4 EHR adopters considered 10 of the 14 EHR functions as easy to use. However, we found that physicians considered less commonly available EHR functions as less easy to use.
We also found that some EHR characteristics were associated with physicians’ ease of using EHR functions. For 12 of the 14 EHR functions we examined, physicians with EHRs that met MU criteria were significantly more likely than physicians with other EHRs to report that EHR functions were easy to use. Technical assistance during EHR implementation played a significant, though less important, role in perceived ease of use compared with EHR certification. More clinical staff training was associated with lower ease of use for a few EHR functions. This finding might be due to the complexity of implementation, concomitant changes to practice work flow, or the possibility that physicians with less experience with EHRs required more initial training.13,23
Our findings suggest that EHR certification and implementation support might play a role in physician attitudes toward EHRs. Although concern has been expressed that EHR vendors have developed poorly designed systems,24 our findings offer preliminary evidence that EHR certification is associated with perceived ease of use. The MU criteria were selected with the goal of enabling EHRs to support improved safety, quality, and efficiency of patient care.25 MU criteria require that EHRs have the capabilities to enable the collection of important patient data, in addition to computerized ordering and clinical decision support capabilities considered critical to improving quality of care.26,27 Our findings are consistent with prior studies that found higher EHR satisfaction and greater reporting of EHR benefits among physicians using EHRs that were relatively robust or met MU criteria.10,19 Since the advent of HITECH, the number of certified EHR vendor products has increased dramatically.28 The role of certification in influencing physician attitudes toward EHRs warrants further examination.
We did find variation in perceived ease of use across EHR functions, with more physicians reporting that less common EHR functions were more difficult to use. Prior research has found that perceptions of EHR usefulness improved as users moved beyond the implementation stage and acquired more EHR experience.23,29-32 Physicians may have less experience with more novel and advanced EHR functions that involve more complex work flow such as decision support, engagement with patients, or clinical data exchange with outside providers. Perceived ease of use was lowest for EHR functions requiring external coordination, including public health reporting, secure messaging with patients, and viewing data on quality measures. Improvements in the adoption and ease of use of public health reporting functions of EHRs may hinge on improvements in state and local public health systems’ capacity to exchange data with physicians.33 Our findings suggest that technical assistance from EHR vendors or RECs may play a role in improving ease of use of some EHR functions.
Very few physician or practice characteristics were associated with perceived ease of use of specific EHR functions. Physicians in practices owned by HMOs or other healthcare corporations were more likely to consider 7 of the 14 EHR functions as easy to use. Integrated delivery systems have promoted EHRs as a critical part of patient care, and the rate of EHR adoption has been higher among these practices.21,34 The influence of delivery system organization on physician attitudes toward EHRs is an important subject of future research.
Policy Implications
Our findings have noteworthy implications for both policy and clinical practice. Usability has been emphasized as key to achieving the benefits from EHRs. However, current EHRs have been criticized as having poor usability, which can lead to unintended consequences such as inefficiency and harm to patients.5,35 Our findings suggest that certification and implementation support may play a role in physician attitudes on ease of use, particularly for functionalities newly required by the MU program.
Limitations
Our measure of EHR certification (ie, whether a physician was using an EHR that met MU criteria) was not directly validated, though our estimate was consistent with another government survey, and our findings were robust to sensitivity analyses. Additionally, we did not have data on physicians’ experience with, and actual use of, specific EHR functions, and we were unable to assess physician acceptance and satisfaction with their EHRs. Although the survey response rate was relatively high, nonresponse bias may lead to overestimates of physicians’ positive perceptions regarding ease of use. Given the cross-sectional nature of this analysis, we cannot conclude that our findings represent causal relationships, nor could we examine trends. Our findings may also partly reflect an “early adopter” phenomenon whereby physicians who are more willing to use new technology or had adopted EHRs at an earlier point in time were most likely to perceive EHRs as easy to use.11
Our study also did not address certain important topics of interest. The findings reflect physician attitudes on EHR ease of use only, and the survey did not examine actual usability and other predictors of technology acceptance (ie, usefulness, compatibility), which are opportunities for future research. Correlation of ease of use with satisfaction and impacts was beyond the scope of this study. Future research should examine the reasons why perceptions of ease of use vary across physicians (ie, user interface) and how usability of EHRs can be enhanced.3,36
CONCLUSIONS
Among physicians with any EHR, we found that adoption of specific EHR functions related to MU and perceived ease of use were generally high. Ease of use was significantly higher among physicians adopting EHRs that met MU criteria. Perceived ease of use was higher among those receiving technical assistance from EHR vendors or RECs for some, but not all, functionalities. More research to understand and improve EHR usability will be critical to ensuring HITECH goals are met.
Author Affiliations: Agency for Healthcare Research and Quality (MFF), Rockville, MD; Aledade (JK), Bethesda, MD; Office of the National Coordinator for Health Information Technology (VP), Washington, DC.
Source of Funding: None.
Author Disclosures: The authors report no relationship or financial interest with any entity that would pose a conflict of interest with the subject matter of this article.
Authorship Information: Concept and design (MFF, JK, VP); analysis and interpretation of data (MFF, JK, VP); drafting of the manuscript (MFF, JK, VP); critical revision of the manuscript for important intellectual content (MFF, JK); statistical analysis (MFF).
Address correspondence to: Michael F. Furukawa, PhD, Agency for Healthcare Research and Quality, 5600 Fishers Ln, Rockville, MD 20857. E-mail: Michael.Furukawa@ahrq.hhs.gov.
REFERENCES
1. Jamoom E, Beatty P, Bercovitz A, Woodwell D, Palso K, Rechtsteiner E. Physician adoption of electronic health record systems: United States, 2011. NCHS Data Brief. 2012;(98):1-8.
2. Holden RJ. Physicians’ beliefs about using EMR and CPOE: in pursuit of a contextualized understanding of health IT use behavior. Int J Med Inform. 2010;79(2):71-80.
3. Holden RJ, Karsh BT. The technology acceptance model: its past and its future in health care. J Biomed Inform. 2010;43(1):159-172.
4. McGinn CA, Grenier S, Duplantie J, et al. Comparison of user groups’ perspectives of barriers and facilitators to implementing electronic health records: a systematic review. BMC Med. 2011;9:46.
5. American College of Physicians and American EHR Partners. Challenges with Meaningful Use: EHR satisfaction & usability diminishing. Paper presented at: Healthcare Information and Management Systems Society Annual Conference and Exhibition; March 5, 2013; New Orleans, LA.
6. Harrison MI, Koppel R, Bar-Lev S. Unintended consequences of information technologies in health care—an interactive sociotechnical analysis. J Am Med Inform Assoc. 2007;14(5):542-549.
7. Simon SR, Kaushal R, Cleary PD, et al. Physicians and electronic health records: a statewide survey. Arch Intern Med. 2007;167(5):507-512.
8. DesRoches CM, Campbell EG, Rao SR, et al. Electronic health records in ambulatory care--a national survey of physicians. N Engl J Med. 2008;359(1):50-60.
9. Rao SR, Desroches CM, Donelan K, Campbell EG, Miralles PD, Jha AK. Electronic health records in small physician practices: availability, use, and perceived benefits. J Am Med Inform Assoc. 2011;18(3):271-275.
10. Menachemi N, Powers T, Au DW, Brooks RG. Predictors of physician satisfaction among electronic health record system users. J Healthc Qual. 2010;32(1):35-41.
11. Makam AN, Lanham HJ, Batchelor K, et al. The good, the bad and the early adopters: providers’ attitudes about a common, commercial EHR. J Eval Clin Pract. 2014;20(1):36-42.

12. Pfoh ER, Abramson E, Zandieh S, Edwards A, Kaushal R. Satisfaction after the transition between electronic health record systems at six ambulatory practices. J Eval Clin Pract. 2012;18(6):1133-1139.
13. Fleurant M, Kell R, Jenter C, et al. Factors associated with difficult electronic health record implementation in office practice. J Am Med Inform Assoc. 2012;19(4):541-544.
14. Menachemi N, Powers TL, Brooks RG. The role of information technology usage in physician practice satisfaction. Health Care Manage Rev. 2009;34(4):364-371.
15. Love JS, Wright A, Simon SR, et al. Are physicians’ perceptions of healthcare quality and practice satisfaction affected by errors associated with electronic health record use? J Am Med Inform Assoc. 2012;19(4):610-614.
16. Friedberg MW, Chen PG, Van Busum KR, et al. Factors Affecting Physician Professional Satisfaction and Their Implications for Patient Care, Health Systems, and Health Policy. Santa Monica, CA: RAND Health; 2013.
17. Khajouei R, Wierenga PC, Hasman A, Jaspers MW. Clinicians’ satisfaction with CPOE ease of use and effect on clinicians’ workflow, efficiency and medication safety. Int J Med Inform. 2011;80(5):297-309.
18. Makam AN, Lanham HJ, Batchelor K, et al. Use and satisfaction with key functions of a common commercial electronic health record: a survey of primary care providers. BMC Med Inform Decis Mak. 2013;13:86.
19. Coffman JM, Grumbach K, Fix M, Traister L, Bindman AB. On the road to meaningful use of EHRs: a survey of California physicians. California HealthCare Foundation website. http://www.chcf.org/~/media/MEDIA%20LIBRARY%20Files/PDF/PDF%20R/PDF%20RoadMeaningfulUseEHRsPhysicians.pdf. Published June 2012. Accessed April 2, 2015.
20. King J, Patel V, Jamoom EW, Furukawa MF. Clinical benefits of electronic health record use: national findings. Health Serv Res. 2014;49(1, pt 2):392-404.
21. Decker SL, Jamoom EW, Sisk JE. Physicians in nonprimary care and small practices and those age 55 and older lag in adopting electronic health record systems. Health Aff (Millwood). 2012;31(5):1108-1114.
22. Patel V, Jamoom E, Hsiao CJ, Furukawa MF, Buntin M. Variation in electronic health record adoption and readiness for meaningful use: 2008-2011. J Gen Intern Med. 2013;28(7):957-964.
23. El-Kareh R, Gandhi TK, Poon EG, et al. Trends in primary care clinician perceptions of a new electronic health record. J Gen Intern Med. 2009;24(4):464-468.
24. Mandl KD, Kohane IS. Escaping the EHR trap--the future of health IT. N Engl J Med. 2012;366(24):2240-2242.
25. Blumenthal D, Tavenner M. The “meaningful use” regulation for electronic health records. N Engl J Med. 2010;363(6):501-504.
26. Berner ES. Clinical decision support systems: state of the art [AHRQ pub No. 09-0069-EF]. Agency for Healthcare Research and Quality website. https://healthit.ahrq.gov/sites/default/files/docs/page/09-0069-EF_1.pdf. Published June 2009. Accessed April 2, 2015.
27. Bryan C, Boren SA. The use and effectiveness of electronic clinical decision support tools in the ambulatory/primary care setting: a systematic review of the literature. Inform Prim Care. 2008;16(2):79-91.
28. Charles D, Bean C, Purnell-Saunders S, Furukawa MF. Vendors of certified electronic health record technology: trends and distributions from meaningful use attestations as of October 31, 2012. Office of the National Coordinator for Health Information Technology website. https://www.healthit.gov/sites/default/files/mu_attdatabrief06.pdf. Published October 2012. Accessed April 2, 2015.
29. Devine EB, Patel R, Dixon DR, Sullivan SD. Assessing attitudes toward electronic prescribing adoption in primary care: a survey of prescribers and staff. Inform Prim Care. 2010;18(3):177-187.
30. Doyle RJ, Wang N, Anthony D, Borkan J, Shield RR, Goldman RE. Computers in the examination room and the electronic health record: physicians’ perceived impact on clinical encounters before and after full installation and implementation. Fam Pract. 2012;29(5):601-608.
31. Holroyd-Leduc JM, Lorenzetti D, Straus SE, Sykes L, Quan H. The impact of the electronic medical record on structure, process, and outcomes within primary care: a systematic review of the evidence. J Am Med Inform Assoc. 2011;18(6):732-737.
32. Shield RR, Goldman RE, Anthony DA, Wang N, Doyle RJ, Borkan J. Gradual electronic health record implementation: new insights on physician and patient adaptation. Ann Fam Med. 2010;8(4):316-326.
33. Lenert L, Sundwall DN. Public health surveillance and meaningful use regulations: a crisis of opportunity. Am J Pub Health. 2012;102(3):e1-e7.
34. Chen C, Garrido T, Chock D, Okawa G, Liang L. The Kaiser Permanente Electronic Health Record: transforming and streamlining modalities of care. Health Aff (Millwood). 2009;28(2):323-333.
35. Kellermann AL, Jones SS. What it will take to achieve the as-yet-unfulfilled promises of health information technology. Health Aff (Millwood). 2013;32(1):63-68.
36. Middleton B, Bloomrosen M, Dente MA, et al; American Medical Informatics Association. Enhancing patient safety and quality of care by improving the usability of electronic health record systems: recommendations from AMIA. J Am Med Inform Assoc. 2013;20(e1):e2-e8.
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