Specialty EHR/IT

Structured radiology reporting: templates radiologists will actually use

Radiology produces the most consistently formatted clinical documents in medicine and stores most of them as prose. The standard for doing otherwise has existed for years; the obstacle is almost never technical.

9 min read
September 24, 2026
Updated September 24, 2026
Structured radiology reporting: templates radiologists will actually use
Quick answer
Structured radiology reporting

Structured radiology reporting records findings as discrete, labelled elements rather than free narrative, so that downstream systems can read individual values. CMS requires that the interpretation of a diagnostic procedure include a written report, and structure is how that report also becomes usable data.

Ask a radiologist about structured reporting and you get a reasonable objection before you finish the sentence.

The objection is usually about speed, and it is usually correct about the specific template the person has been shown. A badly built structured report is slower than dictation and produces a worse document. That is a real experience and it is why adoption stalls.

The case for doing it anyway is not about the radiologist’s document. It is about everything downstream that currently has to read a paragraph to find one number.

Healthcare IT consulting perspective
The RealityA paragraph a person reads, or data a system can use
⚠️
The Problem
Every measurement locked in prose.
A downstream system that needs one value has to parse a sentence, or a human has to retype it.
🔧
The Solution
Structure the fields that get reused.
Discrete elements where something downstream consumes them, narrative where only a person reads it.
✅
The Resolution
A report that serves both readers.
Still readable by a clinician, now queryable by a registry, a recall list or a comparison.

The written report requirement, which is the floor

Before the structure question, there is a baseline obligation worth stating precisely.

The Medicare Claims Processing Manual, Chapter 13, covering radiology services and other diagnostic procedures, states the rule for the professional component in one sentence: the interpretation of a diagnostic procedure includes a written report.

That is the floor, and it is about existence rather than format. Nothing in it prescribes structure. What it does establish is that the report is not an optional artifact of the interpretation; it is part of it. Everything in this piece is about making that required document do more work than it currently does.

What the standard defines for measurement exchange

The mechanism for moving structured findings between systems is older and more specific than most people assume.

DICOM describes itself as the standard for the communication and management of medical imaging information and related data, addressing the exchange of digital information between medical imaging equipment and other systems. One point of attribution is worth getting right: DICOM is developed by the DICOM Standards Committee, an independent international standards development organisation. The National Electrical Manufacturers Association and its Medical Imaging and Technology Alliance division serve as the Secretariat. Saying DICOM is maintained by NEMA is a common error.

The standard goes considerably further than images. Its content mapping resource defines report templates for specific clinical domains, including a set for obstetric and gynaecological ultrasound covering patient characteristics, procedure summary, fetal biometry, fetal biometry ratios, long bones, cranium, biophysical profile, amniotic sac, early gestation, ovaries, follicles, pelvis and uterus, vascular measurement groups and the fetal anatomy survey. That is fifteen named templates in one domain alone.

Key takeaway
  • The reason structure matters is not tidiness. A measurement recorded as a labelled element can be trended, compared and queried. The same measurement inside a sentence can only be read.
What the standard already defines
DICOM report templates in the OB-GYN ultrasound domain
One clinical domain, fifteen named structured report templates, grouped by what each describes. Every one is a defined place for a measurement to live as data rather than as prose.
Source: DICOM PS3.16, Content Mapping Resource, OB-GYN Report Templates, version 2026d. Counts are of the named templates listed on that page, grouped by subject; the grouping is Qventive’s, the templates are DICOM’s.

Report templates and where adoption actually stalls

The failure mode is consistent enough to describe precisely.

A practice adopts a template set built by somebody else, for a different case mix, with every possible field present because the author could not know which would be needed. The radiologist meets a form with forty fields for a study that needs nine, works slower, produces a report padded with normal statements nobody asked for, and concludes reasonably that structured reporting is a step backwards.

What works instead is narrower: structure only the elements something downstream consumes, and leave the rest as narrative. That set is growing, because the certification criteria at 45 CFR 170.215 now oblige certified systems to expose patient data through a standardised API, which means more downstream consumers exist than did five years ago. If no system, registry, recall process or comparison ever reads a field, that field has no reason to be discrete. The test is not “could this be structured” but “does anything read it”. Getting that judgement right is the whole job, and it is why EHR template development is an engagement rather than a download.

Radiology practice team reviewing structured reporting templates
A narrative report is read once by a person. A structured report is read once by a person and then repeatedly by systems that need one field out of it.

Coverage determination and what has to be documented

One more documentation obligation sits underneath the report, and it is about necessity rather than format.

CMS’s national coverage determination on ultrasound diagnostic procedures states plainly that failure to provide documentation of the medical necessity of tests may result in denial of claims, that tests for screening purposes performed in the absence of signs, symptoms, complaints or personal history of disease or injury are not covered except as explicitly authorised by statute, and that tests not ordered by a treating physician or other qualified treating non-physician practitioner acting within the scope of their licence will be denied as not reasonable and necessary.

That determination dates from 2007 and still references ICD-9-CM, which is worth knowing when you read it. It remains current policy. The practical consequence is that the order and its indication matter as much as the report, and a structured report that captures the indication as a field rather than as an opening sentence makes the pair far easier to audit.

Qventive Healthcare

Template set built by someone else, for someone else?

We look at which fields anything downstream actually consumes, and build the template set around those rather than around everything. Written findings, no obligation.

Where to start if you are starting

A short and unglamorous sequence.

Find the three or four fields something downstream already needs and currently gets by parsing text or by a person retyping. Structure those and nothing else. Measure report turnaround before and after, and be prepared to revert a field that costs more than it returns. Expand only where a new consumer appears. A template set that grows because a system needs a value will be used; one that grows because a field existed will not.

  • Structure what something reads. Not what could be structured.
  • Measure turnaround, all of it. Including the fields you regret.
  • Keep the narrative. Both readers matter.
  • Capture the indication as a field. The order is audited alongside the report.

Qventive works as a structured radiology reporting consultant for New Jersey practices, normally within IT support for radiology practices rather than as a standalone project.

Where reporting depends on how systems exchange data, that work runs through radiology EHR and IT support and our interface engine, and every route a report takes belongs in your HIPAA risk analysis.

Structured reporting: common questions

Is structured reporting required by Medicare?
No. The requirement is that a report exist, not that it be structured. The Medicare Claims Processing Manual, Chapter 13, states for the professional component that the interpretation of a diagnostic procedure includes a written report. That is a rule about the report being part of the interpretation rather than a separate optional artifact, and it says nothing about format. So structured reporting is an operational and clinical decision rather than a compliance one. Where compliance does bite is on the order and the indication: CMS’s national coverage determination on ultrasound diagnostic procedures states that failure to provide documentation of the medical necessity of tests may result in denial, that screening tests performed in the absence of signs, symptoms, complaints or personal history are not covered except as explicitly authorised by statute, and that tests not ordered by a treating practitioner acting within their scope will be denied. A structured report that captures the indication as a discrete field makes that pairing easier to demonstrate.
Why do radiologists resist structured templates?
Usually because the specific template they were shown deserved resisting. The common pattern is a template set built elsewhere for a different case mix, containing every field the author could imagine because they could not know which would be needed. A radiologist then meets forty fields for a study requiring nine, reports more slowly, and produces a document padded with normal statements nobody requested. Concluding from that experience that structured reporting is a step backwards is a reasonable inference from the evidence in front of them. The fix is not persuasion, it is a narrower template. Structure the elements something downstream actually consumes and leave everything else as narrative. The useful test is not whether a field could be structured but whether anything reads it. If no system, registry, recall process or comparison ever looks at a field, making it discrete costs time and returns nothing.
What does DICOM actually define beyond images?
A great deal more than most people assume, including structured report templates for specific clinical domains. DICOM describes itself as the standard for the communication and management of medical imaging information and related data, addressing the exchange of digital information between medical imaging equipment and other systems. Its content mapping resource defines report templates by domain; in obstetric and gynaecological ultrasound alone it names fifteen, covering patient characteristics, procedure summary, fetal biometry and biometry ratios, long bones, cranium, biophysical profile, amniotic sac, early gestation, ovaries, follicles, pelvis and uterus, two vascular measurement groups and the fetal anatomy survey. One attribution point worth getting right: DICOM is developed by the DICOM Standards Committee, an independent international standards development organisation, with the National Electrical Manufacturers Association and its Medical Imaging and Technology Alliance division acting as Secretariat. Describing it as maintained by NEMA is a common and avoidable error.
What are the HIPAA implications of reporting systems?
Radiology’s data paths are numerous and several are usually missing from the inventory. Image sharing with referrers, whether by portal, CD or a health information exchange, and who holds accounts on whichever it is. Teleradiology arrangements, where reads happen outside the practice: is there an executed business associate agreement, is access reviewed, and does it end when an engagement does. Vendor remote support into the imaging system or the reporting platform, which frequently has standing access granted during installation and never revisited. Any speech recognition or dictation service, which processes clinical narrative and may route it outside the building. And archived studies, wherever they physically live, including at a previous vendor. In our engagements the teleradiology access list is the item most often missing from the review, because it was set up as a clinical arrangement rather than an IT one.
How should we decide which fields to structure first?
Work backwards from the consumer rather than forwards from the report. Find the three or four values that something downstream already needs and currently obtains either by parsing text or by a person retyping: a registry submission, a recall list, a comparison against a prior study, a referring practice’s intake. Structure exactly those. Then measure report turnaround before and after, and be willing to revert a field whose cost exceeds its return, because a template that quietly slows every report will be abandoned regardless of how correct it is in principle. Expand only when a new consumer appears, so the template grows because something reads the new field rather than because the field could exist. A set that grows that way gets used. A set that grows to be comprehensive gets worked around, usually by dictating into the comments box.
Ready when you are

Let’s meet

Qventive supports radiology practices and imaging centres across New Jersey. Thirty years healthcare-exclusive, from our office in Hackensack.

Sources
  1. The interpretation of a diagnostic procedure includes a written report. cms.gov
  2. DICOM is the standard for the communication and management of medical imaging information and related data; developed by the DICOM Standards Committee with NEMA/MITA as Secretariat. dicom.nema.org
  3. Fifteen OB-GYN structured report templates defined in the content mapping resource. dicom.nema.org
  4. Failure to provide documentation of the medical necessity of tests may result in denial of claims. cms.gov
Qventive Healthcare
Healthcare IT consulting and managed services, healthcare-exclusive since 1994. 200 Passaic Street, Hackensack, New Jersey. We serve as a business associate to the practices we support.
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