Skip to content
Home / Blogs / How do you learn to read dental radiographs?

How do you learn to read dental radiographs?

Dr. Wael Mansour
29 August 2026 5 min read
A clinician studying dental images on a light box, working across them one region at a time.
Photo by Harold Hisona on Unsplash

Learning to read dental radiographs means building two things that can be measured separately: where your eyes go, and what you make of what they land on. Eye-tracking studies in dental students show the two come apart — students fixate on the region of interest and most still get the diagnosis wrong.

The studies also disagree about what fixes it. Case volume moves some measures and not others, and experience improves detection in one study and not in the next.

What does learning to read a radiograph actually consist of?

Two things get measured in this literature, and they don't move together. One is coverage — how much of the image your eyes actually visit. The other is whether the call you make is right.

In an eye-tracking study of 65 final-year dental undergraduates viewing panoramic radiographs, the participants focused on the region of interest and most of them still failed to make the correct diagnosis. Their search patterns showed no sequential viewing of the images at all. The same students spent 14.85 s on the structures surrounding the dentition, against 97.58 s on the primary dentition and 37.58 s on the permanent one [1].

In a German eye-tracking study, second-clinical-semester students sat a dedicated lecture on dental radiology and diagnosis, and afterwards scanned faster and mentioned the area of interest more often — but could not make a right diagnosis [2].

So finding the right spot doesn't hand you the diagnosis. A reading order and a search pattern are one half of the skill. Knowing what a radiolucency or a radiopacity on this particular view actually means is the other.

What does the evidence say about how interpretation skill develops?

Volume does something. Forty-seven dental students in their first clinical semester worked through 100 radiographs as part of their curriculum, without receiving corrective feedback. Afterwards they covered a larger proportion of the image (p < .001) and detected more anomalies, especially low-prevalence ones (p < .001) — and the extra coverage was positively related to that detection (p = .04) [3].

The authors' own reading of it is more sober than the result. Massed practice improved visual expertise in students with limited prior knowledge, they write, but there is still substantial room for improvement, and they recommend integrating it with more deliberate practice, where corrective feedback is provided and support is adapted to the student's needs [3].

Seniority tracks with performance, though not through time spent looking. Comparing 48 students across two grades — 24 in their second clinical semester, 24 in their fifth — the fifth-semester group scanned more completely and was significantly more likely to diagnose correctly (p < 0.001). Scanning duration did not significantly influence whether the diagnosis was correct [2].

Whether experience itself improves detection is where the literature splits, and the split looks like it turns on what is being detected. In an in vitro study, 28 observers read 100 extracted premolars and molars on digital radiographs; for lesions that had extended into the dentine, general practitioners with more than five years of clinical experience were significantly more accurate than final-semester dental students (p < 0.01) and than sixth-semester and dental hygiene students (p < 0.001) [4]. But in a study of 77 primary molars, three experienced dentists and three undergraduate students showed similar and satisfactory performance at detecting occlusal lesions with ICDAS criteria and bitewings. There, the examiner's experience was not determinant for detection — it influenced the treatment decision for initial lesions instead [5].

Both are single studies with few observers, on different surfaces and different dentitions, so the honest summary is that experience is not one thing.

Why do experienced readers still miss findings?

Interpreting panoramic radiographs is an error-prone process, and it stays error-prone in experts [6].

In radiology, the satisfaction of search effect has been studied for over 50 years and renamed subsequent search misses in cognitive science: detection rates for a second target drop once a first one has been found, so an abnormality is more likely to be missed if another abnormality has already been identified [7]. That work is from radiology and cognitive science rather than dentistry, so read it as a mechanism you are subject to, not as a measured dental error rate.

Attention also has geography. In the panoramic study of the two student grades, the lower edges of the images were not scanned as often as the centre, and significant findings located in the sinus were overlooked the most [2].

An intervention that successfully pushed students to cover more of the radiograph produced no meaningful improvement in detection rate and more false positive errors than the control group [6]. Calling something that isn't there is a real cost of looking harder.

Cervical burnout, the Mach band effect and which restorative materials are radiolucent each have their own entry, as do why burnout gets called caries and how early a proximal lesion shows on a bitewing.

What order should a beginner learn things in?

None of these studies compares one teaching order against another, so what follows is what the interventions point to, not a curriculum anyone has tested head to head.

Coverage alone is not the lever. The gaze-based intervention gave 38 students a peer's heat map beside their own; they covered more of the image afterwards and looked less often and for less time at the anomalies, and against the 23 controls they showed no meaningful improvement in detection rate [6]. The authors' exploratory analyses pointed toward teaching knowledge about anomalies rather than focusing on full coverage of the radiograph [6].

Time is not the lever either. Scanning duration did not significantly influence correctness of diagnosis [2].

Feedback is where the authors point. The 100-radiograph block that improved coverage and low-prevalence detection was run without corrective feedback, and the authors' recommendation from their own positive result was to add deliberate practice with feedback on top of it [3].

References

  1. Gnanasekaran FP, Nirmal L, Sujitha P, Bhavyaa R, Muthu MS, Cho VY, King NM, Anthonappa RP. Visual interpretation of panoramic radiographs in dental students using eye-tracking technology. J Dent Educ. 2022;86(7):887–892. doi:10.1002/jdd.12899
  2. Vogel D, Schulze R. Viewing patterns regarding panoramic radiographs with different pathological lesions: an eye-tracking study. Dentomaxillofac Radiol. 2021;50(8):20210019. doi:10.1259/dmfr.20210019
  3. Richter J, Scheiter K, Eder TF, Huettig F, Keutel C. How massed practice improves visual expertise in reading panoramic radiographs in dental students: An eye tracking study. PLoS One. 2020;15(12):e0243060. doi:10.1371/journal.pone.0243060
  4. Hellén-Halme K, Hänsel Petersson G. Influence of education level and experience on detection of approximal caries in digital dental radiographs. An in vitro study. Swed Dent J. 2010;34(2):63–69. PMID 20701214
  5. Bussaneli DG, Boldieri T, Diniz MB, Rivera LML, Santos-Pinto L, Cordeiro RCL. Influence of professional experience on detection and treatment decision of occlusal caries lesions in primary teeth. Int J Paediatr Dent. 2015;25(6):418–427. doi:10.1111/ipd.12148
  6. Eder TF, Richter J, Scheiter K, Keutel C, Castner N, Kasneci E, Huettig F. How to support dental students in reading radiographs: effects of a gaze-based compare-and-contrast intervention. Adv Health Sci Educ Theory Pract. 2021;26(1):159–181. doi:10.1007/s10459-020-09975-w
  7. Adamo SH, Gereke BJ, Shomstein S, Schmidt J. From "satisfaction of search" to "subsequent search misses": a review of multiple-target search errors across radiology and cognitive science. Cogn Res Princ Implic. 2021;6(1):59. doi:10.1186/s41235-021-00318-w

Dr. Wael Mansour

Papilla helps dental students, dentists, and dental hygienists learn to read radiographs, one real case at a time, against outlines drawn by expert annotators.