[Skip to Content]
[Skip to Content Landing]
Clinical Decision Support Module 0.5 Credit CME

Clinical Decision Support and Diagnostic ImagingEnsure appropriate imaging by leveraging point-of-care clinical decision support tools

Team-Based Learning
Learning Objectives:
At the end of this activity, you will be able to:
1. Define clinical decision support and describe its role in optimizing patient care delivery
2. Explain how to select an imaging area to improve and list steps to prepare your practice to adopt CDS tools
3. Identify tools and resources your practice can utilize to discuss imaging appropriateness with patients
4. Discuss the importance of integrating CDS technology with your practice's EHR system

STEPS Forward™ is a practice improvement initiative from the AMA designed to empower teams like yours to identify and attain appropriate goals and tactics well matched to your practice’s specific needs and environment. Wherever you find your team on the practice improvement continuum, the American Medical Association can help you take the next steps – the right steps – to improve your practice. Learn more

How will this module help me use clinical decision support (CDS) to transform my image ordering process?

  1. Five STEPS to explore evidence-based CDS tools and prepare to use them in your practice

  2. Answers to questions about adopting CDS tools for appropriate imaging

  3. Tools and resources to help your team make better imaging decisions

Introduction

Overuse and inappropriate use of many imaging tests may cause harm by unnecessarily exposing patients to excess radiation; they can also impact patient outcomes when incidental findings are present and can increase health care costs.1 Ordering appropriate imaging tests—particularly when facing time pressure constraints and when the evidence to support the decision isn’t easily accessed—can be challenging for many physicians.

Physicians need tools in the exam room to help patients understand the rationale for ordering, delaying or not performing a test. Clinical decision support (CDS) harnesses technology to promote sound clinical judgment and provides immediate access to radiation dose, cost information and other risks (false positives or incidentalomas) that support shared decision-making. CDS tools for imaging empower the ordering clinician—in collaboration with radiologists—to choose the right imaging test at the right time and for the right reasons.

Five STEPS to improving imaging appropriateness

  1. Familiarize yourself with Clinical Decision Support (CDS) and its role in optimizing care delivery

  2. Select an imaging area to improve

  3. Prepare your practice to adopt CDS tools for image ordering and appropriate use

  4. Actively discuss imaging appropriateness with patients and begin making decisions about imaging orders together

  5. Work with your electronic health record (EHR) implementation team to integrate CDS technology

Step 1 Familiarize yourself with Clinical Decision Support (CDS) and its role in optimizing care delivery

Quiz Ref IDCDS tools enable clinicians to quickly and confidently determine the appropriateness of an imaging test at the point of care. This technology can also help you gather data to assist you in providing higher quality care at lower cost, two key metrics of value-based payment models.

Box Section Ref ID

Q&A

  • What should I look for in a point-of-care imaging CDS solution?

    When considering options for adding a point-of-care imaging CDS tool into your practice, be sure the tool includes:

    • Comprehensive coverage of clinical indications and exams along with evidence-based content developed using a transparent methodology

    • Integration with the order entry system via the user interface of your EHR (start by asking your EHR vendor about available solutions)

    • Ability to create and customize clinical logic to match local protocols

    • Ability to use analytics to monitor and track the effectiveness of the CDS tool

    • Ability to deliver criteria that have been qualified by the Centers for Medicare & Medicaid Services (CMS) to be used as part of the Protecting Access to Medicare Act (PAMA) of 20147

    Many of the CDS solutions mentioned in this document can support the delivery of multiple qualified Appropriate Use Criteria (AUC) sets, including those published by the ACR, ACC and the NCCN.*

  • What are some examples of CDS tools for imaging that I can use in my practice?†

    • ACR Select™ is a CDS tool published by the American College of Radiology and licensed by the National Decision Support Company (NDSC). It provides order entry, scoring and appropriateness recommendations based on the evidence-based ACR Appropriateness Criteria®. It can also be integrated into your organization’s EHR or web portal, or accessed as a component of the open-access Radiology Support, Communication and Alignment Network (R-SCAN).8,9

    • MedCurrent offers a clinical decision support tool that incorporates evidence-based guidelines into the clinical environment. It can be integrated into EHR applications, which assists clinicians with the decision-making process at the point of care.

    • Medicalis offers an EHR-integrated solution that provides decision support. Using multiple AUC, this CDS tool provides evidence-based guidelines through collaboration with professional societies.

  • How will Medicare reimbursement legislation influence my decision to use CDS tools?

    Legislative requirements and changes in Medicare reimbursement rules mandate that physicians use CDS tools when ordering advanced imaging tests in certain situations, such as diagnostic MRI, CT and nuclear medicine. Appropriate use criteria requirements related to this mandate apply only to outpatient settings. This mandate, which is part of the Protecting Access to Medicare Act (PAMA) of 2014, was initially scheduled to take effect on January 1, 2017.5,7 Though this start date has since been delayed, it is advantageous to prepare now for this expected change.

    According to PAMA, “The Secretary shall specify qualified clinical decision support mechanisms that could be used by ordering professionals to consult with applicable appropriate use criteria for applicable imaging services.” It will be important to confirm that any CDS tool you are considering meets Medicare requirements when they are finalized.

    CDS tools for imaging enable practice sites to reduce variations in clinical practice and identify gaps in care to improve outcomes. An established standard of care using evidence-based best practices will help clinicians routinely evaluate and benchmark performance against those standards using EHR-based and targeted analytics delivered by their CDS tool. As a result, organizations can locate key opportunities for outcome improvements and regularly track improvement efforts.

    CDS tools can also support Medicare Access & CHIP Reauthorization Act of 2015 (MACRA) provisions rewarding quality improvement and decision support implementations or risk-based payment models. Many of the clinical topics covered by imaging CDS tools, when aligned with the Clinical Practice Improvement Areas defined by MACRA, also ensure quality metrics are achieved in order to maximize reimbursement.5,7,8

  • I already work with a radiology benefit manager (RBM) to drive appropriate utilization. How does this differ from Clinical Decision Support?

    RBM utilization management is required by many payers as a mechanism to control costs, whereas Clinical Decision Support (CDS) is a more clinician-driven approach to cost-control programming. Unlike an RBM, CDS tools offer:

    • No requirement for prior authorization in many states for certain payers

    • Standard criteria for decision making

    • Transparency for patients and physicians

    • Direct access to medical expertise

    • Accessible quality improvement data

    • Shared savings, shared risk, and mutual incentives for the ordering clinician and the radiologist8

    • Opportunity to consult with a radiologist to determine appropriate imaging

    • Reduced out-of-pocket costs for patients who might have otherwise incurred inappropriate or unnecessary testing

    In addition, evidence suggests that expending resources to comply with RBM requirements ultimately shifts a large portion of RBM-related costs to the ordering clinician, including the cost for complying with RBM procedures and the indirect costs that result from decreased productivity.10

Step 2 Select an imaging area to improve

Identify specific projects that will drive practice changes and improve appropriate imaging in your organization. Target imaging studies that you suspect are overused and could benefit from Clinical Decision Support (CDS). Ordering physicians should choose what anatomic area or procedure group they would like to evaluate first. Establishing a benchmark from which to gauge improvement is paramount. A properly implemented CDS tool will enable benchmarking using analytics.

As with any quality improvement effort, it is important to engage your organization’s administrative team, information technology team, and chief medical officer as appropriate. Consider establishing a partnership with radiologists to access their expertise.

Quiz Ref IDLeadership is the critical factor in an effective implementation of CDS tools. Institutional performance metrics should be established and linked to CDS-produced metrics to ensure provider interaction with the tool.

Box Section Ref ID

Q&A

  • Where should I begin in selecting an area?

    There are several starting points to consider:

    • Generate a report from your EHR to identify variation in usage among clinicians. Tests with wide utilization variation may help you locate potentially over- or underutilized imaging studies.

    • Think about common diagnoses in your patient panel, such as low back pain, and count how many patients are referred for imaging before a thorough physical examination.

    • Look through Choosing Wisely® lists in your clinical area. Choosing Wisely is a national program designed by the American Board of Internal Medicine Foundation to spur dialogue between physicians and patients about unnecessary medical tests, treatments and procedures. Imaging is one area covered by this initiative.

  • What types of utilization patterns have organizations successfully targeted?

    Organizations have used CDS tools to successfully reduce inappropriate utilization rates across all areas of advanced imaging, including lumbar MRI for low back pain, head MRI for headache and sinus CT for sinusitis.11,12

    Many abnormalities detected with imaging are so common in asymptomatic persons that they could be viewed as part of normal aging, which underscores the hazard of overdiagnosis from inappropriate testing. For example, a 2011 study that analyzed asymptomatic persons 60 years of age or older showed the following on magnetic resonance imaging (MRI):13 [Chou et al. 2011]

    • 36% had a herniated disc

    • 21% had spinal stenosis

    • 90% had a degenerated or bulging disc

    Detection of high rates of spinal abnormalities in asymptomatic elderly patients may lead to potential overtreatment of this population.

  • How can radiologists be engaged to help select target areas for improvement?

    It is invaluable to have radiologists and referring clinicians meet face-to-face, even if briefly, so everyone knows who is on the other end of the phone and goals and insights can be discussed in person. Invite radiologists to participate in multi-disciplinary quality improvement meetings as valued members of the care team. In that way, you can foster a collegial, collaborative environment.

Step 3 Prepare your practice to adopt CDS tools for image ordering and appropriate use

It is important to bring radiologists and referring clinicians together to improve imaging appropriateness and streamline image ordering. This effort can be guided by an action plan found on R-SCAN, created by the American College of Radiology. The R-SCAN platform delivers immediate access to web-based resources and CDS technology to support your team and accelerate your success in three phases.14

The Choosing Wisely website (an initiative created by the American Board of Internal Medicine Foundation) also provides a robust series of resources and instructional modules, including recommendations about how to use a variety of tests and procedures appropriately.15

Box Section Ref ID

Q&A

Step 4 Actively discuss imaging appropriateness with patients and begin making decisions about imaging orders together

Fifty-three percent of clinicians say that even if they know a medical test is unnecessary, they order it if a patient insists, and 70 percent say that after they speak with a patient about why a test or procedure is unnecessary, the patient often avoids it.19 Once you gain familiarity with Clinical Decision Support (CDS) through your participation in R-SCAN, you should feel more comfortable discussing appropriate imaging with your patients. Informed patients are less likely to demand a test once they understand why it is not recommended.

Box Section Ref ID

Q&A

  • How should I share CDS decisions with patients?

    You may encounter a patient who insists upon a certain imaging study that is of questionable utility. CDS scores indicating a test is not likely appropriate should trigger a discussion with the patient. To assist you in your patient discussions, CDS tools include literature reviews with evidence supporting the given score.

    Training yourself and your care team members, including nurses, nurse practitioners and medical assistants, on how the CDS tool arrives at a particular appropriateness score will empower everyone to explain to the patient what the decision means and why it was made.

  • What resources can I use to discuss imaging appropriateness with patients?

    For physicians:

    The American College of Radiology developed a video about appropriate imaging for the Choosing Wisely initiative that covers how to convey clear information, elicit patient concerns, listen with empathy and confirm agreement with the patient.

    Another valuable resource for physicians is radiologyinfo.org, which offers videos and presentations by radiologists and medical physicists on nearly 200 imaging procedures, exams and medical conditions. The website covers diagnostic and interventional radiology, nuclear medicine, radiation therapy and radiation safety.

    For patients:

    Consumer Reports has created numerous resources for patients on Choosing Wisely imaging topics, such as:

    • Back pain tests and treatments

    • Brain scans for head injuries

    • Cardiac imaging

    • CT scans for children with head injuries

    • CT scans for lung cancer in smokers

    • Imaging tests for back pain

    Radiologyinfo.org also includes information for patients on how they should prepare for specific procedures, exams or treatments and what patients can expect. Descriptions of how X-ray, CT, MRI, ultrasound, radiation therapy, and various other procedures are performed are presented in lay language.

Step 5 Work with your EHR implementation team to integrate CDS technology

CDS technology is most useful when it is integrated into your EHR platform. We recommend including your EHR vendor in discussions about decision support; solutions for integrating a CDS tool may be delivered directly by the vendor.

Box Section Ref ID

Q&A

  • How labor intensive is the integration process for CDS systems?

    CDS platforms are designed to integrate with a variety of EHR systems, with the decision support work in most cases taking place within your existing computerized physician order entry (CPOE). The resulting decision support data is embedded in the patient record to enable future analysis of the impact of the CDS tool on the individual’s care.

    We recommend including your EHR vendor in discussions about decision support; solutions for integrating a CDS tool may be delivered directly by the vendor.

  • How much will integration cost?

    CDS tool vendors charge differently. Integration may be priced based on imaging volume, with a variable fee based on your EHR vendor, practice size and other specifics.

  • What other technology integrates with CDS platforms?

    The data that CDS tools produce become a powerful tool for change when integrated with the overall EHR as part of a population health strategy. Some CDS tools can also be used to submit data to registries.

  • What if I want to override the CDS and place an order that it recommends against?

    There are patients and situations where placing an order that contradicts the CDS may be the best course of action based on your clinical judgment. If you are uncertain, you can enable your CPOE workflow to trigger a radiology consult for any imaging study that the CDS deems of questionable utility but that you may determine is medically necessary. The radiologist will review the order and work with you to identify the best approach. This interaction is recorded by the CDS system providing a defensible, documented, evidence-based standard of care.

  • How can I use the data collected by CDS tools to measure impact on utilization?

    There are patients and situations where placing an order that contradicts the CDS tool may be the best course of action based on your clinical judgment. If you are uncertain, you can enable your CPOE workflow to trigger a radiology consult for any imaging study that the CDS tool deems of questionable utility but that you may determine is medically necessary. The radiologist will review the order and work with you to identify the best approach. This interaction is recorded by the CDS system, providing a defensible, documented, evidence-based standard of care.

  • Can CDS tools complement my activities to deliver high-value care?

    Depending on the CDS tool you are using, each imaging order may have a unique decision support number (DSN) that is recorded and embedded in the EHR. You can use this information to determine appropriateness of the imaging orders and evaluate the impact on overall patient care. The DSN can be carried across IT platforms and used by any stakeholder in the patient care process who is impacted by imaging.

    You can evaluate trends in image ordering for your practice as a whole, as well as for individual clinicians, as a performance measure.

  • What team members should I train to enter orders and interpret CDS results?

    Anyone who orders imaging tests should be trained to enter orders and interpret results. The decision support system is most valuable when physicians directly interact with the CDS tool.

    Leadership should regularly review CDS data trends. Inappropriate imaging reports should also be reviewed at department meetings; this data can be used as a platform for collaborative discussions about appropriateness trending and reasons why variability persists for certain imaging tests, or why specific ordering physicians may be outliers.

AMA Pearls

Take advantage of various web-based tools and resources to become familiar with CDS technology and implement it in your practice.

Conclusion

Clinical Decision Support (CDS) enables clinicians to demonstrate to patients and payers that they are ordering appropriate imaging tests. CDS tools and resources can empower physicians, inspire them to engage patients in dialogue and shared decision-making, enhance patient safety and benefit the health care system by minimizing waste and costs.

Additional Resources

AMA Wire – Clinical Decision Support

Glossary Terms

Clinical decision support (CDS)Clinical decision support (CDS): Clinical decision support includes a variety of technologies, such as computerized alerts, condition-specific order sets, documentation templates and diagnostic support, to help physicians make timely and informed decisions about the care they are providing.2 Clinical decision support that is integrated at the point of physician decision-making is defined as “providing clinicians or patients with computer-generated clinical knowledge and patient-related information, intelligently filtered or presented at appropriate times, to enhance patient care.”3IncidentalomasIncidentalomas: Incidental radiologic findings of unclear significance that can trigger a cascade of costly and unnecessary testing, cause undue patient anxiety, and result in additional radiation exposure.4

Sign in to take quiz and track your certificates

Where CME credit is designated, the activity is part of the American Medical Association's accredited CME program. The AMA is accredited by the Accreditation Council for Continuing Medical Education to provide continuing medical education for physicians.
Article Information

Disclaimer: The AMA does not endorse or recommend any commercial products, processes or services and mention of the same on this website is not an endorsement or recommendation. The AMA website provides information on commercial products, processes and services for informational purposes only. The AMA is not responsible for, and expressly disclaims all liability for, damages of any kind arising out of use, reference to or reliance on such information.

*CMS will publish a list of qualified AUC sets as part of its 2016 rulemaking cycle.

Protecting Access to Medicare Act (PAMA) of 2014 requires AUC developed by qualified physician-led entities; therefore, all of these examples are acceptable under PAMA.

Target Audience: This activity is designed to meet the educational needs of practicing physicians.

Statement of Competency: This activity is designed to address the following ABMS/ACGME competencies: practice-based learning and improvement, interpersonal and communications skills, professionalism, systems-based practice and also address interdisciplinary teamwork and quality improvement.

Planning Committee:

  • Alejandro Aparicio, MD, Director, Medical Education Programs, AMA

  • Rita LePard, CME Program Committee, AMA

  • Bernadette Lim, Program Administrator, Professional Satisfaction and Practice Sustainability, AMA

  • Becca Moran, MPH, Program Administrator, Professional Satisfaction and Practice Sustainability, AMA

  • Sam Reynolds, MBA, Director, Professional Satisfaction and Practice Sustainability, AMA

  • Christine Sinsky, MD, Vice President, Professional Satisfaction, AMA

  • Allison Winkler, MPH, Senior Practice Development Specialist, Professional Satisfaction and Practice Sustainability, AMA

Author Affiliations:

  • G. Rebecca Haines, MSM, CAE, Senior Director, ACR Press, American College of Radiology; Linda G. Sowers, Principal, Marketek Marketing Consultants

Faculty:

  • Geraldine McGinty, MD, MBA, Chair Commission on Economics, American College of Radiology; Becca Moran, MPH, Program Administrator, Professional Satisfaction and Practice Sustainability, AMA; James V. Rawson, MD, FACR, Chair of Department of Radiology, Medical College of Georgia; Christine Sinsky, MD, Vice President, Professional Satisfaction, AMA; Allison Winkler, MPH, Senior Practice Development Specialist, Professional Satisfaction and Practice Sustainability, AMA

About the Professional Satisfaction, Practice Sustainability Group: The AMA Professional Satisfaction and Practice Sustainability group has been tasked with developing and promoting innovative strategies that create sustainable practices. Leveraging findings from the 2013 AMA/RAND Health study, “Factors affecting physician professional satisfaction and their implications for patient care, health systems and health policy,” and other research sources, the group developed a series of practice transformation strategies. Each has the potential to reduce or eliminate inefficiency in broader office-based physician practices and improve health outcomes, increase operational productivity and reduce health care costs.

Disclosure Statement: The content of this activity does not relate to any product of a commercial interest as defined by the ACCME; therefore, neither the planners nor the faculty have relevant financial relationships to disclose.

The project described was supported by Funding Opportunity Number CMS-1L1-15-002 from the U.S. Department of Health & Human Services, Centers for Medicare & Medicaid Services. The contents provided are solely the responsibility of the authors and do not necessarily represent the official views of HHS or any of its agencies.

References
1.
Rao  VM, Levin  DC. The overuse of diagnostic imaging and the Choosing Wisely initiative.  Ann Intern Med. 2012;157(8):574-576. http://annals.org/article.aspx?articleid=1355170.Google Scholar
2.
Centers for Medicare & Medicaid Services.  eHealthUniversity. Clinical decision support: more than just “alerts” tipsheet. https://www.cms.gov/regulations-and-guidance/legislation/EHRincentiveprograms/downloads/clinicaldecisionsupport_tipsheet-.pdf. Updated September2014. Accessed June 2, 2016.
3.
Jaspers  MWM, Smeulers  M, Vermeulen  H, Peute  LW. Effects of clinical decision-support systems on practitioner performance and patient outcomes: a synthesis of high-quality systematic review findings.  J Am Med Inform Assoc. 2011;18(3):327-334. https://jamia.oxfordjournals.org/content/18/3/327#ref-4.Google Scholar
4.
Hitzeman  N, Cotton  E. Incidentalomas: initial management.  Am Fam Physician. 2014;90(11):784-789. http://www.aafp.org/afp/2014/1201/p784.pdf.Google Scholar
5.
Keen  CE. The Clinical Decision-support Mandate: Now What?  Radiology Business. http://www.radiologybusiness.com/topics/policy/clinical-decision-support-mandate-now-what. Published July2 , 2014. Accessed April 6, 2014.
6.
Congressional Budget Office.  Estimated Effects on Direct Spending and Revenues for Health Care Programs of Proposals in the President’s 2014 Budget. http://www.cbo.gov/sites/default/files/cbofiles/attachments/44247_APB_HealthCarePrograms.pdf. Published May17 , 2013. Accessed April 6, 2016.
7.
 Protecting Access to Medicare Act of 2014, HR 4302, 113th Cong, 2nd Sess  (2014). https://www.gpo.gov/fdsys/pkg/BILLS-113hr4302enr/pdf/BILLS-113hr4302enr.pdf. Accessed June 1, 2016.
8.
American College of Radiology.  ACR Select™ Webinar. Delivering Value Based Radiology: Imaging Appropriateness and Utilization Management [video]. https://youtu.be/lN9ua20bqBw. Published March26 , 2015. Accessed February 19, 2016.
9.
 Radiology Support, Communication and Alignment Network (R-SCAN™) website. https://rscan.org/#gain-free-access-to-clinical-decision-support. Accessed February 18, 2016.
10.
Lee  DW, Rawson  JV, Wade  SW. Radiology benefit managers: cost saving or cost shifting?  J Am Coll Radiol. 2011;8(6):393-401. http://www.jacr.org/article/S1546-1440(10)00684-8/pdf.Google Scholar
11.
Blackmore  CC, Mecklenburg  RS, Kaplan  GS. Effectiveness of clinical decision support in controlling inappropriate imaging.  J Am Coll Radiol. 2011;8(1):19-25. http://www.sciencedirect.com/science/article/pii/S1546144010003893.Google Scholar
12.
Mendelson  DS. Mount Sinai Medical Center: Implementation of Decision Support for Radiology Orders.  Radiology Business. http://www.radiologybusiness.com/topics/imaging-informatics/mount-sinai-medical-center-implementation-decision-support-radiology-orders?nopaging=1. Published December2 , 2013. Accessed April 6, 2016.
13.
Chou  F, Qaseem  A, Owens  DK, Shekelle  P for the Clinical Guidelines Committee of the American College of Physicians.  Diagnostic imaging for low back pain: advice for high-value health care from the American College of Physicians.  Ann Intern Med. 2011;154(3):181-189. http://annals.org/article.aspx?articleid=746774.Google Scholar
14.
Radiology Support, Communication and Alignment Network.  What is R-SCAN? https://rscan.org/images/PDFs/RSCAN_Fact_Sheet_03-16-2016_WEB.pdf. Published March2016. Accessed March 24, 2016.
15.
ABIM Foundation.  About Choosing Wisely. http://www.choosingwisely.org/about-us/. Accessed June 2, 2016.
16.
American College of Radiology.  ACR Appropriateness Criteria Overview. http://www.acr.org/~/media/ACR/Documents/AppCriteria/Overview.pdf. Published October2015. Accessed June 2, 2016.
17.
American College of Radiology.  The 10 steps of the R-SCAN project. http://www.acr.org/advocacy/economics-health-policy/imaging-3/pqi-initiative/pqi-step-by-step-diagram. Accessed February 20, 2016.
18.
American College of Radiology.  ACR receives Transforming Clinical Practice Initiative award. http://www.acr.org/About-Us/Media-Center/Press-Releases/2015-Press-Releases/20150929-ACR-Earns-Practice-Transformation-Award. Accessed March 21, 2016.
19.
ABIM Foundation.  Choosing Wisely: What We Do. http://abimfoundation.org/what-we-do/choosing-wisely. Accessed June 2, 2016.
20.
Williams  A, Sachs  PB, Cain  M, Pell  J, Borgstede  J. Adopting a commercial clinical decision support for imaging product: our experience.  J Am Coll Radiol. 2014;11(2):202-204. http://www.jacr.org/article/S1546-1440(13)00391-8/abstract.Google Scholar
21.
Ip  IK, Schneider  LI, Hanson  R,  et al.  Adoption and meaningful use of computerized physician order entry with an integrated clinical decision support system for radiology: ten-year analysis in an urban teaching hospital.  J Am Coll Radiol. 2012;9(2):129-136. http://www.jacr.org/article/S1546-1440(11)00592-8/abstract.Google Scholar
22.
American College of Radiology.  Clinical decision support. http://www.acr.org/Advocacy/Economics-Health-Policy/Clinical-Decision-Support. Accessed June 1, 2016.
24.
American College of Radiology.  ACR Select: Point-of-Order CPOE. http://www.acr.org/~/media/ACR/Documents/AppCriteria/Misc/ACRSelect_CPOE.pdf. Accessed February 20, 2016.
25.
American College of Radiology.  ACR Select. http://www.acr.org/Quality-Safety/Appropriateness-Criteria/ACR-Select. Accessed February 20, 2016.
26.
American College of Radiology.  Improving Patient-Centered Care, Chapter 2: Clinical Decision Support & the Electronic Protocoling System [video]. https://www.youtube.com/watch?v=VIM9OFV5i6w. Published August25 , 2015. Accessed February 20, 2016.
27.
HiMMS Analytics.  Rockford Health System Stage 7 Case Study. http://www.himssanalytics.org/case-study/rockford-health-system-stage-7-case-study. Published April8 , 2015. Accessed April 6, 2016.
28.
American College of Radiology.  Clinical Decision Support: ACR Select Webinar: Delivering Value Based Radiology [video]. https://youtu.be/lN9ua20bqBw. Accessed April 6, 2016.
29.
Boland  GW, Duszak  R. Imaging appropriateness and implementation of clinical decision support.  J Am Coll Radiol. 2015;12(6):601-603. http://www.jacr.org/article/S1546-1440(15)00151-9/abstract.Google Scholar
30.
Scheider  E, Zelenka  S, Groof  P, Alexa  D, Bullen  J, Obuchowski  NA. Radiology order decision support: examination-indication appropriateness assessed using 2 electronic systems.  J Am Coll Radiol. 2015;12(4):349-357. http://www.jacr.org/article/S1546-1440(14)00853-9/abstract.Google Scholar
31.
Sistrom  CL, Weilburg  JB, Dreyer  KJ, Ferris  TG. Provider feedback about imaging appropriateness by using scores from order entry decision support: raw rates misclassify outliers.  Radiology. 2015;275(2):469-479. http://pubs.rsna.org/doi/10.1148/radiol.14141092?url_ver=Z39.88-2003&rfr_id=ori%3Arid%3Acrossref.org&rfr_dat=cr_pub%3Dpubmed&.Google Scholar
32.
Sistrom  CL, Dang  PA, Weilburg  JB, Dreyer  KJ, Rosenthal  DI, Thrall  JH. Effect of computerized order entry with integrated decision support on the growth of outpatient procedure volumes: seven-year time series analysis.  Radiology. 2009;251(1):147-155. http://pubs.rsna.org/doi/10.1148/radiol.2511081174?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%3dpubmed.Google Scholar
33.
Walter  M. Q&A: Elizabeth A. Ignacio on prior authorization headaches in Hawaii.  Radiology Business. http://www.radiologybusiness.com/topics/policy/q-elizabeth-ignacio-prior-authorization-headaches-hawaii?nopaging=1. Published April7 , 2016. Accessed April 19, 2016.
35.
 AMA: Break Through the Prior Authorization Roadblock. https://cc.readytalk.com/cc/playback/Playback.do?id=5s8rny. Accessed June 2, 2016.
Want full access to the AMA Ed Hub?
After you sign up for AMA Membership, make sure you sign in or create a Physician account with the AMA in order to access all learning activities on the AMA Ed Hub
steps-forward_Modal_LoginSubscribe_Purchase
Want full access to the AMA Ed Hub?
After you sign up for AMA Membership, make sure you sign in or create a Physician account with the AMA in order to access all learning activities on the AMA Ed Hub
steps-forward_Modal_LoginSubscribe_Purchase
With a personal account, you can:
  • Access free activities and track your credits
  • Personalize content alerts
  • Customize your interests
  • Fully personalize your learning experience
Education Center Collection Sign In Modal Right

Name Your Search

Save Search
With a personal account, you can:
  • Access free CME activities and track your credits
  • Personalize content alerts
  • Customize your interests
  • Fully personalize your learning experience
steps-forward_Modal_SaveSearch_NoAccess_Purchase

Lookup An Activity

or

My Saved Searches

You currently have no searches saved.

With a personal account, you can:
  • Access free activities and track your credits
  • Personalize content alerts
  • Customize your interests
  • Fully personalize your learning experience
Education Center Collection Sign In Modal Right
Topics
State Requirements