What do radiologists look for




















Note: we are unable to answer specific questions or offer individual medical advice or opinions. Please contact your physician with specific medical questions or for a referral to a radiologist or other physician. This website does not provide cost information. The costs for specific medical imaging tests, treatments and procedures may vary by geographic region.

Web page review process: This Web page is reviewed regularly by a physician with expertise in the medical area presented and is further reviewed by committees from the Radiological Society of North America RSNA and the American College of Radiology ACR , comprising physicians with expertise in several radiologic areas.

Outside links: For the convenience of our users, RadiologyInfo. Toggle navigation. Your Radiologist Your radiologist is a medical doctor who specializes in diagnosing and treating disease and injury, using medical imaging techniques such as x-rays, computed tomography CT , magnetic resonance imaging MRI , nuclear medicine, positron emission tomography PET , fusion imaging, and ultrasound.

Your Radiologist Plays a Key Role in Your Healthcare By: Acting as an expert consultant to your referring physician the doctor who sent you to the radiology department or clinic for testing by aiding him or her in choosing the proper examination, interpreting the resulting medical images, and using test results to direct your care.

Treating diseases by means of radiation radiation oncology or minimally invasive, image-guided therapeutic intervention interventional radiology. Correlating medical image findings with other examinations and tests.

Recommending further appropriate examinations or treatments when necessary and conferring with referring physicians. Scanners and drillers: Characterizing expert visual search through volumetric images. Journal of Vision, 13 10 :3, 1—13, doi Visual search and stimulus similarity. Psychological Review, 96 3 , — The role of extra-foveal processing in 3D imaging. Errors in mammography cannot be solved through technology alone. Asian Pacific Journal of Cancer Prevention, 19 2 , —, doi Miglioretti D.

Radiologists' interpretive skills in screening vs. Clinical Imaging, 40 6 , —, doi Perceptual learning: Specificity versus generalization. Current Opinion in Neurobiology, 15 2 , —, doi Involuntary covert orienting is contingent on attentional control settings. Journal of Experimental Psychology. Human Perception and Performance, 18 4 , — Supervised learning occurs in visual perceptual learning of complex natural images. Current Biology, 30 15 , — Neural mechanisms of feature conjunction learning: Enduring changes in occipital cortex after a week of training.

Human Brain Mapping, 35 4 , — Significant on-call misses by radiology residents interpreting computed tomographic studies: Perception versus cognition. Emergency Radiology, 4 5 , —, doi Chekan, E. Improving surgical pattern recognition through repetitive viewing of video clips.

Expertise: Implications for radiological education. Academic Radiology, 8 12 , —, doi The use of contextual information in forensic toxicology: An international survey of toxicologists' experiences. A qualitative analysis of human error during the DIBH procedure.

Journal of Medical Imaging and Radiation Sciences, 50 3 , — Image signature: Highlighting sparse salient regions.

Salicon: Reducing the semantic gap in saliency prediction by adapting deep neural networks. Jampani V. Assessment of computational visual attention models on medical images. Johnston I. Perceptual learning of appendicitis diagnosis in radiological images. Journal of Vision, 20 8 , 1—17, doi Where practice makes perfect in texture discrimination: Evidence for primary visual cortex plasticity.

The radiologist's gaze: Mapping three-dimensional visual search in computed tomography of the abdomen and pelvis. Journal of Digital Imaging, 32 2 , — Adaptive and perceptual learning technologies in medical education and training. Military Medicine, 10 Suppl , 98—, doi Perceptual learning and human expertise. Physics of Life Reviews, 6 2 , 53—84, doi Perceptual learning modules in flight training.

Perceptual learning modules in mathematics: Enhancing students' pattern recognition, structure extraction, and fluency. Topics in Cognitive Science, 2 2 , —, doi Applying perceptual and adaptive learning techniques for teaching introductory histopathology.

Journal of Pathology Informatics, 4 1 , 34—34, doi Visual scanning patterns of radiologists searching mammograms. Academic Radiology, 3 2 , — Current perspectives in medical image perception. The role of perception in imaging: Past and future. Seminars in Nuclear Medicine, 41 6 , —, doi Searching for nodules: What features attract attention and influence detection? Academic Radiology, 10 8 , —, Characterizing the development of visual search expertise in pathology residents viewing whole slide images.

Human Pathology, 44 3 , —, doi Perception errors in chest radiography. In Seminars in Respiratory Medicine. Thieme Medical Publishers, Inc. Visual search and lung nodule detection on CT scans.

Radiology, 1 , 14—16, doi Visual scanning, pattern recognition and decision-making in pulmonary nodule detection. Investigative Radiology, 13 3 , — Holistic component of image perception in mammogram interpretation: Gaze-tracking study. Radiology, 2 , — Perceptual learning in the identification of lung cancer in chest radiographs.

Cognitive Research: Principles and Implications, 5 1 , 4. How do radiologists do it? The influence of experience and training on searching for chest nodules. Radiography, 12 2 , — Searching through the hierarchy: How level of target categorization affects visual search.

Visual Cognition, 20 10 , —, doi Highly informative natural scene regions increase microsaccade production during visual scanning. The Journal of Neuroscience, 34 8 , —, doi Characterizing diagnostic search patterns in digital breast pathology: Scanners and drillers.

Journal of Digital Imaging, 31 1 , 32— Jr, Marinari L. Jr, Litt H. Akers S. Small pulmonary artery defects are not reliable indicators of pulmonary embolism. Annals of the American Thoracic Society, 12 7 , — Temporal characteristics of radiologists' and novices' lesion detection in viewing medical images presented rapidly and sequentially.

Frontiers in Psychology, 7 , , doi Situating visual search. Vision Research, 51 13 , — Academic Radiology, 5 9 , — The cognitive side of visual search in radiology. O'Regan J. New York: Elsevier. Nature of expertise in searching mammograms for breast masses. Academic Radiology, 3 12 , — The role of expertise in radiologic image interpretation.

In: E. Samei, E. Krupinski Eds. Cambridge: Cambridge University Press. Saccades and microsaccades during visual fixation, exploration, and search: Foundations for a common saccadic generator. Journal of Vision, 8 14 , 21—18, doi Clinical communication in diagnostic imaging studies. Applied Clinical Informatics, 4 04 , — A parametric texture model based on joint statistics of complex wavelet coefficients. International Journal of Computer Vision, 40 1 , Running the figure to the ground: Figure-ground segmentation during visual search.

Vision Research, 97 , 65— The attraction of yellow corn: Reduced attentional constraints on coding learned conjunctive relations. Bryan, R. Artificial intelligence system approaching neuroradiologist-level differential diagnosis accuracy at brain MRI. Radiology, 3 , — Rare A multi-scale rarity-based saliency detection with its comparative statistical analysis.

Signal Processing: Image Communication, 28 6 , — Rethinking the role of top-down attention in vision: Effects attributable to a lossy representation in peripheral vision.

Frontiers in Psychology, 3 , A summary statistic representation in peripheral vision explains visual search. Journal of Vision, 12 4 , 1—17, doi Diagnostic errors in abdominopelvic CT interpretation: Characterization based on report addenda. Abdominal Radiology, 41 9 , — Task-specific perceptual learning on speed and direction discrimination.

Vision Research, 43 12 , — Perceptual learning in vision research. Perceptual expertise: How is it achieved? Current Biology, 30 15 , R—R, Rewards evoke learning of unconsciously processed visual stimuli in adult humans. Neuron, 61 5 , —, doi Unattended exposure to components of speech sounds yields same benefits as explicit auditory training. Cognition, 3 , — Bruno, M. Understanding and confronting our mistakes: The epidemiology of error in radiology and strategies for error reduction.

Radiographics, 35 6 , — Castelhano, M. Typicality aids search for an unspecified target, but only in identification and not in attentional guidance. Chen, W. Perceptual training to improve hip fracture identification in conventional radiographs. PLoS One, 12 12 , e Chen, X.

Real-world visual search is dominated by top-down guidance. Vision Research, 46 24 , — Donald, J. Common patterns in diagnostic radiology errors. Journal of Medical Imaging and Radiation Oncology, 56 2 , —, doi: Doshi, A.

Kim, D. Utility of an automated radiology-pathology feedback tool. Journal of the American College of Radiology, 16 9 , — Drew, T. Scanners and drillers: Characterizing expert visual search through volumetric images.

Journal of Vision, 13 10 :3, 1—13, doi: Duncan, J. Visual search and stimulus similarity. Psychological Review, 96 3 , — Eckstein, M. The role of extra-foveal processing in 3D imaging. Ekpo, E. Errors in mammography cannot be solved through technology alone.

Asian Pacific Journal of Cancer Prevention, 19 2 , —, doi: Elmore, J. Miglioretti, D. Radiologists' interpretive skills in screening vs. Clinical Imaging, 40 6 , —, doi: Fahle, M. Perceptual learning: Specificity versus generalization. Current Opinion in Neurobiology, 15 2 , —, doi Folk, C. Involuntary covert orienting is contingent on attentional control settings.

Journal of Experimental Psychology. Human Perception and Performance, 18 4 , — Frank, S. Supervised learning occurs in visual perceptual learning of complex natural images. Current Biology, 30 15 , — Neural mechanisms of feature conjunction learning: Enduring changes in occipital cortex after a week of training. Human Brain Mapping, 35 4 , — Funaki, B. Significant on-call misses by radiology residents interpreting computed tomographic studies: Perception versus cognition. Emergency Radiology, 4 5 , —, doi: Guerlain, S.

Chekan, E. Improving surgical pattern recognition through repetitive viewing of video clips. Gunderman, R. Expertise: Implications for radiological education. Academic Radiology, 8 12 , —, doi: Hamnett, H. The use of contextual information in forensic toxicology: An international survey of toxicologists' experiences. Holland, K. A qualitative analysis of human error during the DIBH procedure. Journal of Medical Imaging and Radiation Sciences, 50 3 , — Hou, X.

Image signature: Highlighting sparse salient regions. Huang, X. Salicon: Reducing the semantic gap in saliency prediction by adapting deep neural networks.

Jampani, V. Assessment of computational visual attention models on medical images. Johnston, I. Perceptual learning of appendicitis diagnosis in radiological images.

Journal of Vision, 20 8 , 1—17, doi: Karni, A. Where practice makes perfect in texture discrimination: Evidence for primary visual cortex plasticity. Kelahan, L. The radiologist's gaze: Mapping three-dimensional visual search in computed tomography of the abdomen and pelvis. Journal of Digital Imaging, 32 2 , — Kellman, P. Adaptive and perceptual learning technologies in medical education and training. Military Medicine, 10 Suppl , 98—, doi: Perceptual learning and human expertise.

Physics of Life Reviews, 6 2 , 53—84, doi: Perceptual learning modules in flight training. Perceptual learning modules in mathematics: Enhancing students' pattern recognition, structure extraction, and fluency. Topics in Cognitive Science, 2 2 , —, doi: Krasne, S. Applying perceptual and adaptive learning techniques for teaching introductory histopathology. Journal of Pathology Informatics, 4 1 , 34—34, doi: Krupinski, E. Visual scanning patterns of radiologists searching mammograms.

Academic Radiology, 3 2 , — Current perspectives in medical image perception. The role of perception in imaging: Past and future. Seminars in Nuclear Medicine, 41 6 , —, doi: Searching for nodules: What features attract attention and influence detection? Academic Radiology, 10 8 , —, doi. Characterizing the development of visual search expertise in pathology residents viewing whole slide images. Human Pathology, 44 3 , —, doi: Kundel, H.

Perception errors in chest radiography. In Seminars in Respiratory Medicine. Thieme Medical Publishers, Inc. Visual search and lung nodule detection on CT scans. Radiology, 1 , 14—16, doi: Visual scanning, pattern recognition and decision-making in pulmonary nodule detection.

Investigative Radiology, 13 3 , — Holistic component of image perception in mammogram interpretation: Gaze-tracking study. Radiology, 2 , — Li, Z. Perceptual learning in the identification of lung cancer in chest radiographs.

Cognitive Research: Principles and Implications, 5 1 , 4. Manning, D. How do radiologists do it? The influence of experience and training on searching for chest nodules. Radiography, 12 2 , — Maxfield, J. Searching through the hierarchy: How level of target categorization affects visual search.

Visual Cognition, 20 10 , —, doi: McCamy, M. Highly informative natural scene regions increase microsaccade production during visual scanning. The Journal of Neuroscience, 34 8 , —, doi: Mercan, E. Characterizing diagnostic search patterns in digital breast pathology: Scanners and drillers. Journal of Digital Imaging, 31 1 , 32— Miller, W. Akers, S. Small pulmonary artery defects are not reliable indicators of pulmonary embolism.

Annals of the American Thoracic Society, 12 7 , — Nakashima, R. Temporal characteristics of radiologists' and novices' lesion detection in viewing medical images presented rapidly and sequentially.

Frontiers in Psychology, 7, , doi: Nakayama, K. Situating visual search. Vision Research, 51 13 , — Nodine, C. Academic Radiology, 5 9 , — The cognitive side of visual search in radiology. O'Regan, J. New York: Elsevier. Nature of expertise in searching mammograms for breast masses. Academic Radiology, 3 12 , — The role of expertise in radiologic image interpretation. In: E. Cambridge: Cambridge University Press.

Otero-Millan, J. Saccades and microsaccades during visual fixation, exploration, and search: Foundations for a common saccadic generator. Journal of Vision, 8 14 , 21—18, doi: Pirnejad, H. Clinical communication in diagnostic imaging studies. Applied Clinical Informatics, 4 04 , — Portilla, J. A parametric texture model based on joint statistics of complex wavelet coefficients. International Journal of Computer Vision, 40 1 , Ralph, B.



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