ReviewFrontiers in human neuroscience2019
Analysis of Perceptual Expertise in Radiology - Current Knowledge and a New Perspective.
Review in Frontiers in human neuroscience, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 68 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
68 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Revolution or routine? Comparing AI and traditional imaging in thoracic surgery outcomes: a systematic review.Journal of medicine and life · 2025Pooled it
- Imaging based artificial intelligence for predicting lymph node metastasis in cervical cancer patients: a systematic review and meta-analysis.Frontiers in oncology · 2025Pooled it
- Randomized comparison of gamified mobile app-based training versus conventional learning for pneumothorax detection in chest radiographs.BMC medical education · 2026Trial
- The curriculum effect in visual learning: The role of readout dimensionality.PLoS computational biology · 2026Article
- Microsaccade Dynamics Enhance Nodule Detection and Discriminate Reader Expertise Levels During Chest Radiography.Research square · 2026Article
- Relating the perceived useful field of view to visual search in 2D Images and 3D volumetric images.Attention, perception & psychophysics · 2026Article
- From imaging to omics: deep learning is bridging MRI and liquid biopsy in bone tumor diagnosis.Journal of bone oncology · 2026Review
- The Hidden Variable in Radiological Accuracy: The Impact of Monitor Quality Under Real-Life Emergency Department Conditions.Tomography (Ann Arbor, Mich.) · 2026Article
- Characteristics of trainee interpretation time during simulated screening mammography.Proceedings of SPIE--the International Society for Optical Engineering · 2026Article
- Three-dimensional shape cues affect human and artificial recognition systems differently.PloS one · 2026Article
- Distinct visual biases affect humans and artificial intelligence in medical imaging diagnoses.NPJ digital medicine · 2025Review
- Impact of Prior Mammograms on Radiologists and Radiographers' Detection of Different Breast Cancer Lesion Types.Journal of medical radiation sciences · 2025Article
- Charting Early Brain Plasticity in Radiological Training: Functional Brain Reorganization During Early Radiological Expertise Acquisition.Brain sciences · 2025Article
- Clinical needs assessment for non-invasive intraoperative bladder volume monitoring devices: a cross-sectional study based on the Kano model.Scientific reports · 2025Article
- Variation within and between digital pathology and light microscopy for the diagnosis of histopathology slides: blinded crossover comparison study.Health technology assessment (Winchester, England) · 2025Article
- Assessing Rapid Visual Perception in Medical Students Trained in Ultrasound.Medical science educator · 2025Article
- The Effect of Experience on Visual Search Patterns in Retinal Imaging Analysis.Ophthalmic surgery, lasers & imaging retina · 2025Article
- Artificial Intelligence and Dentomaxillofacial Radiology Education: Innovations and Perspectives.Dentistry journal · 2025Review
- Job Demands and Resources Perceived by Dentists in a Digital Dental Workplace and Perceived Effects on Job Satisfaction and Stress: A Qualitative Study.Clinics and practice · 2025Article
- Innovative assesment strategies: image based key feature questions for radiology postgraduate trainees.BMC medical education · 2025Article
8 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Radiologists rely principally on visual inspection to detect, describe, and classify findings in medical images. As most interpretive errors in radiology are perceptual in nature, understanding the path to radiologic expertise during image analysis is essential to educate future generations of radiologists. We review the perceptual tasks and challenges in radiologic diagnosis, discuss models of radiologic image perception, consider the application of perceptual learning methods in medical training, and suggest a new approach to understanding perceptional expertise. Specific principled enhancements to educational practices in radiology promise to deepen perceptual expertise among radiologists with the goal of improving training and reducing medical error.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.