DICOMSync - DICOM Data Migration from one PACS to another.

DICOM Data Migration Budget Planning – 8 Keys to Success

DICOM Migration Budget: Planning for Success

A DICOM data migration is a complex process that requires careful planning and execution. To ensure a successful migration, it is imperative to define the scope of the project and establish clear success metrics. In this article, we will discuss 8 key topics that need to be considered when creating the project budget.

1. Compare 3 or More Vendors

Creating a Budget for your DICOM migration project is one of the most critical factors that needs to be considered when defining the scope of a DICOM data migration project. The budget will determine the resources that can be allocated to the project, including the cost of hardware, software, and personnel. The budget will also determine the extent of the migration effort, including the number of data sets that can be migrated and the level of data cleansing that can be performed.

Many organizations will base their DICOM data migration budget directly from the vendor’s quote. Therefore, it is best practice to get quotes from at least 3 different vendors. Each vendor should provide 2-3 recent customer references for similar migrations. Due diligence is key in selecting the right vendor for your DICOM migration. While the vendor quote is one key to the budget, In order to plan for a successful migration, the budget should also include an assessment for each of the following items.

2. Planning for Additional Storage

On the migration server: Each vendor will have a defined strategy and process for migration. Some migration vendors will migrate on demand and perform a c-move from source to the destination system – this requires no additional storage on the migration server. This method would work well for a very small migration. Another vendor may query / retrieve the data to the migration server, perform QC, and forward studies to the destination. Other vendors will perform a file level copy to the migration server and after performing QC on the data, they will forward the study to the destination. Vendors who retrieve the study to the migration server, either by Q/R or by file level copy, will require additional storage in order to house the data during the QC process. This means that during budget planning, the project will need to plan to provide sufficient storage allocation to the migration server cache for the duration of the migration. This can be a significant amount of storage, often 50 – 100 terabytes.

In the destination system: The amount of storage allocated in the destination system to accommodate the data migration should be analyzed in the planning phase of the data migration. Often migration engineers encounter situations where the customer has paused a migration for months waiting for additional storage to be allocated to their production environments. This causes significant delays in the migration project, and can also impact production pacs performance if not monitored.

3. Assigning Resources: Internal Resources & DICOM Migration Consultants

An often-overlooked aspect to planning a DICOM migration project is the lack of availability of the internal PACS team to take on a migration. Ask any radiology IT manager and they will be sure to assess that their PACS team is overburdened with existing work and can’t possibly take on any more projects. Most radiology PACS admins that we work an average of 40 IT systems to manage, upgrade, troubleshoot, and maintain on a daily basis. Due to the existing workload of the PACS team, it is a best practice to contract with migration consultants to perform DICOM data migrations.

A DICOM migration that is properly managed by skilled PACS migration professionals can be an operation boon for years to come. However, a poorly managed migration using inexperienced or overly burdened PACS administrators usually results in a drawn-out migration that can negatively impact radiologist productivity and patient care. Some of the consequences of a poorly managed PACS migration include poor data reconciliation, mismatched studies, duplicate exams, duplicate patients, multiple , Due to the existing workload of the PACS team, it is often essential to hire external resources to perform these DICOM data migrations.

The number of resources needed will depend upon the complexity of the migration. The size and scale of the DICOM dataset, along with the requirements to migrate any non-DICOM data will increase the duration of the migration. Another item to consider is data mapping requirements and data cleansing which increase the complexity and extend the duration of the project timeline. A rule of thumb, the bigger the project, the more resources required to complete it. Large DICOM migration projects such as PACS replacement, VNA implementation, or cloud archiving require multiple resources to run effectively. This migration team includes a project manager, one or more PACS analysts, and technical experts who can manage the data migration process, monitor migration performance, cleanse the data, and perform validation checks.

Due to the complexity of the data and the impact a migration can have on imaging operations, it’s becoming a highly adopted strategy to outsource the daily migration work by using contractors who augment the internal team. An experienced migration engineer will be an advocate for the health system and will direct the migration vendor to ensure a successful and timely completion of the migration. The advantage of using an experienced migration consultant is they have the expertise and the dedicated time to manage and complete the project.

4. Determine What Data Needs to be Migrated (DICOM, non-DICOM)

In order to be successful and to know that your migration project is complete, it is imperative to determine what data is going to be in scope and be migrated. For instance, there may be 20 years of data in the PACS archive. Should all the data be migrated? Most of the time, the consensus is no. Most clients decide to migrate only the data required to meet state and federal mandates. Each state has data retention requirements for medical data. In order to make a migration plan, this determination is often made by committee which takes time and often includes representation from risk management, medical records, the PACS team, and legal teams. An example of a planned radiology migration includes everything from the most recent 7 years, all mammography in the past 11 years, all pediatric studies up to patient age 25. Defining the data retention requirements will allow the migration team to streamline the migration and improve the timeline.

Some health systems opt to reduce the data retention, however, many institutions especially academic medical centers are retaining all of the data in order to monetize the data for research purposes. It is becoming more common for healthcare systems to contract with real world data vendors that curate and market the data to medical imaging research firms.

5. Defining Formats and Data Conversions

By understanding the data that is going to be migrated, the migration team can formulate a framework for the migration plan. It is important to note that medical imaging data migrations often involve the migration of both DICOM and non-DICOM data. While DICOM is the standard format used for medical imaging data, there are other formats that are used to store other clinical data. Some of these objects and formats may include photos in jpeg, scanned docs in tif, doc, pdfs, txt, json, etc. The number of formats encountered may be numerous, so establishing a migration oversight committee will help determine what data is needed.

When defining the scope of a DICOM data migration project, it’s important to consider the formats of the data that need to be migrated and the level of complexity involved in converting data to new formats. For example, many radiology PACS have breast tomosynthesis exams stored in Hologic’s proprietary SCO format. This data works perfectly fine in the SCO format when interpreted on a Hologic Securview™ Diagnostic reading station. However, the Hologic SCO tomo data needs to be converted to standard breast tomosynthesis objects to be displayed in PACS. Performing an SCO to BTO conversion is recommended during a migration, to ensure the data is useable by standard viewers. We have additional information regarding Hologic SCO to BTO conversion including use cases and justification for conversion.

Another format that needs to be considered is the Siemens CTO to BTO conversion. Siemens stores breast tomo in CT format and often converting this data into breast tomo objects is the best practice. Having CTO to BTO conversion allows the PACS viewer to leverage display protocols across manufacturers to compare current and prior tomo studies seamlessly. A CTO to BTO conversion has also been shown to speed up image load times for radiologists, reducing delays in reading.

6. Data Validation Process

Data validation is a critical component of the DICOM data migration process. It’s essential to have a robust validation process in place to ensure the accuracy and completeness of the migrated data. The validation process should include data completeness checks, data consistency checks, and data reconciliation. It’s also important to have a plan in place to address any discrepancies that are identified during the validation process.
A best practice is to assign internal resources to validate the data in the destination system. This should be a straightforward process which entails developing a crosswalk for verification, and scheduling validation review meetings. An example list of DICOM attributes that should be verified in the destination system includes:

  • Patient Level Attributes: MRN, Name, DOB, Sex/Gender
  • Study Level Attributes: Study Description, Study Date, Image Count, Body Part
  • Series Level Attributes: Series Description, Series Number

Despite best efforts, not all data in a migration project will be successfully migrated. It’s important to define acceptable levels of failure and limitations for the migration effort. This includes defining the types of data that can be excluded from the migration effort and setting realistic goals for the project. It’s also important to have contingency plans in place to address any unexpected issues that may arise during the migration process. Worst case scenarios can happen, including the migration server could fail and require reimplementation. Therefore, using a hardware based migration solution is the least desirable deployment.

7. Defined Timelines and Milestones for the Migration

While the overall project timeline has the biggest budget impact, there are several milestones to include in the DICOM migration project scope document. These are important to define both in the project and assign timelines to each: Project Kickoff, Server Implementation, Storage Allocation, Data Inventory, DICOM Data Extraction, Data Cleansing, Enabling the HL7 ADT interface, Migration Testing, Migration Start, Migration Performance Monitoring, Migration Completion, and Project Closure.

As with any mission critical project, timelines and milestones are components that drive the success of a DICOM data migration project. It is important to define realistic timelines for the project and establish milestones that can be used to measure progress. This includes setting deadlines for data cleansing, data migration, and data validation. A best practice is to have a contingencies plan and an escalation plan in place to address any delays or issues that may arise during the project.

8. Closing the DICOM Migration Project

Arguably the most important milestone of any data migration is the project closure. Project closure of a DICOM migration should include clinical acceptance for the closure of the project. This is a formal acceptance by the health system for the completion of all final tasks and setting a resolution path for all incomplete tasks. Sometimes data may not be able to be migrated or matched to an existing patient information from the RIS. Some customers opt to move such data into a separate archive or virtual archive within the PACS or VNA, to keep the data available, but separated from the main PACS data. This allows the data to be accessible, but not typically directly tied to the patient’s verified data.

In conclusion, defining the scope of a DICOM data migration project is a complex process that requires careful planning and execution. To ensure a successful migration, it’s crucial to develop the budget by considering: defining resources, data formats, data validation process, acceptable failure levels, and defined timelines and milestones for the project. By taking these factors into consideration, organizations can increase the likelihood of a successful DICOM data migration and improve the accuracy and completeness of their medical imaging and clinical data.

CoronaVirus COVID-19 image

Radiology and Cardiology COVID-19 Readiness Checklist

In order for an imaging department, IT department, and hospital system to continuously provide care, the staff must remain relatively intact and unaffected by the outside world. This includes the intense focus on patient care required during the current Coronavirus and COVID-19 pandemic which is in full outbreak mode. This event is forcing everyone to work differently.

We wanted to provide a quick checklist of topics that many imaging providers are implementing to help address this COVID-19 pandemic. This list is not meant to be all inclusive, rather the intent of the article is to prompt additional thoughts and discussions on these topics.

Radiologists and Cardiologists should be reading from home to minimize exposure.

    • Sufficient home bandwidth. 1gb connection is recommended.
    • PACS network outside the hospital (VPN / SSL / extend the network to the client)
      • Additional VPN connections may need to be licensed by the VPN provider.
      • Potentially deploying SSL servers – if PACS supports it.
      • You may need additional DNS entries to allow integration, authentication paths
      • RIS/PACS workstation integrations (ex: PowerScribe, Epic, Cerner)
    • High performance PACS workstation with video card matched to diagnostic monitors to ensure performance.
    • Diagnostic monitors – must be calibrated and maintained. Do not use “Clinical Review” monitors. They don’t meet performance specs, nor calibration specs. They are dangerous. See my other post, Dangers in Radiology, for more information.
    • Controlled reading environment at home. Quiet, comfortable, ambient light control – dark room.
    • Don’t have the capabilities with your PACS? No worries, please keep reading.

Quickly deploy a Cloud PACS solution for remote reading solutions.

    • Many cloud service providers can deploy their solution the same day.
    • Many are paid per study sent, so you can leverage them as a downtime or backup solution.
    • Flexible reading options:
      • Send routine and less critical reads to the cloud for a reliable remote reading option.
      • Critical reads (ER, ICU, Trauma) could remain on-site.
      • Cloud PACS could be used to provide a quick prelim and all finals could be onsite.
    • Integration with Dictation is also included.
    • Quick deployment options are available for reporting, faxing, and documentation.

Implement image sharing solutions to keep patients from coming to the hospital to get their studies.

    • Cloud based image sharing solution that allows the patient to receive data without coming into the hospital.
    • Data resides outside the cloud for improved security – nothing is resting in the cloud.
    • Multi-factor authentication is required.
    • Patients should be allowed to access and request their imaging history on demand, through their patient portal.

Allow patients to cancel or reschedule their exams via their patient portal.

    • Many systems do not allow patients to cancel or reschedule imaging exams via their EMR patient portal.
    • This will free up scheduling phone lines, triage lines, and scheduling staff and in turn would reduce red tape.
    • The schedule can always be reviewed and approved by a scheduler.

Engage staffing agencies at all levels.

    • Engage Teleradiology and Telecardiology providers and use as overflow. There are many providers like VRad or Night Hawk that can accommodate most needs.
    • Engage mobile imaging service providers. CT especially. Equipment failures happen, you need to have a backup solution.
    • Rad Techs, CMA, CNA, LPN, RN, etc. – Most staffing agencies will reserve staff with a retainer. Hospitals should be doing this immediately.
    • This will ensure that you are not left looking for staff!

Radiology and Cardiology leadership must be available 24 x 7.

    • Direct reports should have multiple paths of access to contact the managers and directors. Cell phone, Spouse’s Cellphone, Email, FB messenger, FaceTime, Home address.
    • Helpdesks must have updated contact information, and backup contact information.
    • Leadership should have proficient knowledge and training on remote access to critical systems.
    • Hospitals should provide communication devices including workstations, laptops, cell phones, pagers (yes even pagers) for home use.

Business continuity plans should be reviewed. NOW!

    • When it rains, it pours. Make sure you know what to do when IT or PHONE systems are down and a high % of the staff is out sick.
    • All departments in IT and Operations should be reviewing their plans and posting and printing them.
    • Unfortunately systems go down, and accidents happen. Know what to do with IT contingency planning.
    • Note: There should be no requirements on any individual person in order to run any particular plan. The plans themselves should include instructions and directions as to whom will be making leadership decisions.
    • Everyone is responsible to know that there is a plan, and how to access the plan.
    • The plan should be fluid, reviewed periodically, and updated often according to technical and operational changes needed.

Review the ACR Recommendations for COVID-19 for Radiology.

Review the ACC Recommendations for COVID-19 for Cardiology.

We have talked to a lot of hospitals and imaging professionals over the past few weeks, and we have heard that these gaps exist in multiple organizations. We are certain that there are many other issues or concerns that could be added to this list. Feel free to add your thoughts and comments.

Thank you, and we pray that everyone is safe through this pandemic. Thank you for doing the amazing work you do to minimize the impact of this terrible virus.

Note: HealthCare Tech Solutions provides industry leading consultants on enterprise medical imaging IT and operational projects. We are careful not to take advantage of this situation, but are offering our services to assist with COVID-19 strategic planning, implementation, and support.

 

Additional Resources:

HealthCare Tech Solutions – Strategic Advisory Consultants for IT and Medical Imaging Projects

Advanced Practice Solutions – Healthcare Staffing (Nurses, Providers, Medical Assistants)

MedTravelers Radiology Technologist Temp Staffing

AndersGroup – Radiology Staffing

RSNA – Radiology Department Preparedness for COVID-19: Radiology Scientific Expert Panel

ACR -COVID-19 Radiology-Specific Resources

VRAD – a MEDNAX company – A Leading Teleradiology Company providing teleradiology services

CDC – Healthcare Infection Prevention and Control FAQs for COVID-19

Sample Xray image of the spine viewed on a non-diagnostic monitor compared to the same spine viewed on a diagnostic monitor.

Minimizing Errors in Radiology: Implementing Hardware Requirements For Diagnostic Medical Displays

For the purposes of this article:

Teleradiology refers to the practice of a radiologist interpreting medical images while not physically present in the location where the images are generated. The teleradiology service may be performed by hospital employed radiologists, a single contracted radiology group, or multiple radiology groups. Many health systems have multiple hospitals interconnected and utilize a shared reading service across multiple sites.

PACS (Picture Archiving and Communication System) refers to the computer system used to store and display radiology and cardiology exams.

Client refers to the radiologist group’s customer. This could be a large health system, hospital, stand-alone emergency care center, urgent care center, breast center, or clinics; with which the radiologist group has a legal contract to perform imaging exam interpretation.

Who is the target audience? Who should care about this?

Patients, Radiologists, Healthcare C-suite CEO, CMIO, CIO, CISO, CMO of Radiology, Health Care Legal Counsel, Medical Imaging Managers and Directors, PACS Administrators, Medical Physicists, Risk Analysts, Patient Advocates, Hospital Risk Management, Medical Malpractice Attorneys.

 

Exposing the increased risk to patients! We must address the use of non-diagnostic monitors during the interpretation of radiology and teleradiology exams.

As a medical imaging technology advisory firm, we are seeing an increase in radiology groups offering teleradiology services to their clients. While teleradiology services do provide a win-win relationship for both the radiologist and the client, there are significant considerations that must be addressed prior to the implementation of teleradiology services.

Over the years, we have advised and educated hospitals, radiology groups, radiologists, orthopedic providers, clinic managers, and PACS administrators as to the differences in diagnostic displays versus non-diagnostic displays. And then we watched in horror as they go online to purchase cheaper monitors because they believe the picture quality should be good enough for reading exams. Just because a monitor is 4K does not mean the monitor should be used as a diagnostic display.

So what’s the problem?

Many radiologists and orthopedic physicians are using non-diagnostic monitors to view and interpret exams. This is a blatant disregard for patient safety!

When radiology became a digital technology governing bodies established important guidelines and requirements for reading exams via calibrated diagnostic displays. Many of the recommendations and requirements are to ensure consistent image display from monitor to monitor and over time. These standards are in place to improve patient safety and to minimize errors. The potential for errors to occur increases significantly when a non-diagnostic monitor is used to interpret exams.

What’s the difference?

Diagnostic monitors have performance standards designed for the accurate display of medical images. There are important subjects to cover which include: luminance, contrast, pixel pitch, uniformity, power stabilization, calibration, DICOM GSDF, auditing reports, maintenance, warranty, and support roles (vendor, site, physicist). When discussing diagnostic monitors, it is also important to identify regulatory topics: FDA 510k filing for Diagnostic Monitors, ACR recommendations for monitors, and industry guidelines. In our next post, we will go in-depth on the specific details of such topics including how to implement a quality program and hardware standards for diagnostic monitors.

Does it really matter?

Here is a real-life example of a teleradiology situation that happens every day:

Example:

Patient Amy has a chest cold with a cough, and her doctor orders a chest x-ray to rule out pneumonia. When Amy arrives at the hospital imaging center, she sees the best technology in use. The chest x-ray is acquired on a brand-new digital radiography system and within seconds the images are available. The study is transmitted from the x-ray machine to a million dollar PACS. The hospital contracts with a radiology group that has specialized reading. This specialized reading assures Amy that her images are being read by a radiologist that is highly trained in specific anatomic and diagnostic concerns. The study hits an “UNREAD” reading worklist in the PACS and then one of two scenarios happen:

Reading Scenario A:

Jeffrey Radiologist is covering the evening shift from home; and views the images using his personal laptop, which coincidentally doesn’t have virus protection running. Jeffrey Radiologist is enjoying picking up the evening shift from home because he can sit on the patio watching his kids playing in the back yard on a sunny evening. The sunlight is causing glare on the laptop, and the kids are playing soccer. You get the picture (loud, distracting, and the radiologist can’t clearly see the images on the screen). According to the notes in PACS, this is just to rule out pneumonia, which is easily discernable, and Dr. Jeffrey quickly reports the exam as negative. However, he inadvertently missed multiple tiny lung nodules. There are several reasons he missed it: the glare from the sunlight, the distraction from the kids, and the laptop monitor wasn’t capable of producing enough luminance to distinguish between the white and gray levels to see the early telltale signs of lung cancer.

Reading Scenario B:

Julie Radiologist, in the same practice, receives the notice on her reading worklist and proceeds to read the case from her simulated reading room at home. The simulated reading room is like a sanctuary. The room is darkly lit with controlled ambient light. Julie is reading exams on a high performance and secured workstation with calibrated diagnostic monitors. Julie’s monitors are calibrated according to the ambient light in the room to ensure accurate visualization of all anomalies. Dr. Julie Radiologist clearly sees no pneumonia, and she easily sees the lung nodules on her diagnostic calibrated monitors.

Both scenarios occur every single day in health systems across the country. Thankfully, radiologists usually catch these missed anomalies during the comparison of older exams to new exams, albeit sometimes months and years later. When radiologists find these anomalies on old exams they will typically perform an addendum to the previous report, to correct the error or add the additional findings.

Non-Diagnostic Example of a Spine Xray viewed on a non-diagnostic monitor.
This is a sample image of an xray of the spine viewed on a non-diagnostic monitor.

As compared to this image:

Diagnostic Example of a Spine Xray viewed on a diagnostic monitor.
This is a sample image of the same xray of the spine viewed on a diagnostic monitor.

Can you see the difference?

Why does this happen, and who is responsible?

The client, the radiology group, and the radiologists themselves are equally to blame. The client and the radiology practice often leave the purchasing decision up to the discretion of the practicing radiologist to determine which monitors to use at home while providing these teleradiology services.

Solution: Put it in the contract! Radiologist reading workstations and monitors should be addressed within the radiologist service contract with the client. A proper contract should:

  • State that both onsite and teleradiology interpretation of exams must be performed from calibrated and managed diagnostic medical imaging displays.
  • State that the monitors must be diagnostic medical displays as marketed by the manufacturer.
    • To take the requirement a step further the radiologist may be required to use the exact same manufacturer, model, and support system used by the client (if the client is a health system with in house reading). This will establish consistency in image display, performance, auditing, calibration, and support.
  • State that the reading monitors must be calibrated on a schedule; daily, weekly, quarterly.
  • State that the reports from calibration, the physicist, and the auditing must be delivered on a quarterly if not monthly basis to the client to ensure stability and consistency of the monitor performance.
  • Define who will be responsible for purchasing the monitors and workstations for radiologists at home use. Do not leave it up to individual radiologists within a group.
  • Define who will be providing the installation, calibration, performance standards, auditing, upgrades, testing, validation, and support of the monitors.

What do the radiology groups care about? Costs. Period.

I know it sounds harsh, but it’s true. When they have to purchase medical displays, radiologists and radiology administrators seem to only care about the cost of the medical displays. Diagnostic medical displays have a moderately higher cost then clinical review monitors and a significantly higher cost then commercial off the shelf (COTS) monitors. Perhaps, they should look at it from a different perspective.

Teleradiology Example: Cost of Monitors vs. Cost of Litigation.

Radiologist Income From Working 1 Evening Shift of 4 Hours per Week

Evening coverage in a rotation during peak time = $300/hour + bonus time off

  • $300 x 4 hours x 50 weeks: $60,000
  • 5 Year Total Income working 4 hours per week: $300,000

Cost of Diagnostic Workstation

  • Cost of tax deductible PACS workstation + diagnostic monitors = $10,000 – $50,000 (depending upon configuration)
  • 5 Year Adjusted Gross Income: = $250k – $290k with diagnostic equipment.

Cost of Non-Diagnostic Workstation and Monitors

  • Cost of workstation and non-diagnostic monitors = $1,000 – $5,000 (depending upon configuration)
  • Lawsuit for missed diagnosis = $1million – $20million
  • Getting your name in the paper = Priceless.
  • Tarnished reputation for using non-diagnostic monitors (lost revenue from referrals or patient reviews, the practice looks cheap, poorly managed, and trying to save a buck and missed a cancer diagnosis) = Priceless.

What should the radiology group and radiologist care about when using non-diagnostic displays?

  • Cost of poor reputation for using non-compliant technology
  • Increased costs of missed diagnosis (false negative reports)
  • Increased costs of litigation
  • Increased risk of errors in diagnosis
  • Increased patient safety risk in radiology
  • Increase in false negative reports (missed a finding)
  • Decrease quality scores in radiology
  • Decreased patient safety
  • Decreased patient trust
  • Decrease in accurate and consistent interpretation of radiology exams
  • Decrease in patient satisfaction in radiology

Why do diagnostic medical imaging displays cost more than regular off the shelf displays?

There are several factors that contribute to the costs of medical displays such as the following:

  • Research and development
  • Specialized technology to maintain display performance over the warranty period
  • Strenuous testing to meet performance standards
  • Regulatory compliance
  • FDA requirements
  • Marketing and consumer education to ensure appropriate use of the technology to provide care

Patients trust their providers, providers should honor that trust.

Patients trust hospitals and physicians to use the best technology to diagnose and treat their illness, no matter where the care is being provided. Radiology and teleradiology are no exception to this quality standard.

Patients and referring providers must be able to trust the quality of the radiology report, therefore, interpreting providers should include the workstation identifier (hostname) and monitor calibration report reference # in the diagnostic report. This will allow the patient and even the patient attorney to request and receive the calibration report for the monitors that were used during the interpretation of their exam. This process will help to ensure patients are receiving the highest quality care in radiology.

As consumers and patients are becoming more informed, the use of non-diagnostic displays in radiology will undoubtedly cause an increase in legal liability for the interpreting physician and their clients.

 

Stay tuned… In upcoming posts we will detail how to include diagnostic workstations and monitors in your radiology quality program!

 

Contact us today to request assistance in reviewing your medical imaging hardware for compliance and risk assessment.

 

Additional Resources:

https://healthcaretechsolutions.com/product-category/monitors-displays/

https://www.millerandzois.com/malpractice-lawsuits-against-radiologists.html

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2999012/

https://www.nolo.com/legal-encyclopedia/medical-malpractice-misdiagnosis-delayed-diagnosis-32288.html

https://www.acr.org/-/media/ACR/Files/Practice-Parameters/Elec-Practice-MedImag.pdf

https://www.acr.org/-/media/ACR/Files/Practice-Parameters/rad-digital.pdf?la=en

https://www.fda.gov/media/95527/download