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{ "pk": 27887, "title": "Texture as a Diagnostic Signal in Mammograms", "subtitle": null, "abstract": "Radiologists can discriminate between normal and abnormalbreast tissue at a glance, suggesting that radiologists might beusing some “global signal” of abnormality. Our study inves-tigated whether texture descriptions can be used to character-ize the global signal of abnormality and whether radiologistsuse this information during interpretation. Synthetic imageswere generated using a texture synthesis algorithm trained ontexture descriptions extracted from sections of mammograms.Radiologists completed a task that required rating the abnor-mality of briefly presented tissue sections. When the abnormaltissue had no visible lesion, radiologists seemed to use texturedescriptions; performance was similar across real and synthe-sized tissue sections. However, when the abnormal tissue had avisible lesion, radiologists seemed to rely on additional mech-anisms beyond the texture descriptions; performance increasedfor the real tissue sections. These findings suggest that radiol-ogists can use texture descriptions as global signals of abnor-mality in interpretation of breast tissue.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "texture analysis" }, { "word": "medical image perception" }, { "word": "visual search" }, { "word": "ROC curves" }, { "word": "log likelihood ratios" } ], "section": "Publication-based-Talks", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/1hx386sk", "frozenauthors": [ { "first_name": "Yelda", "middle_name": "", "last_name": "Semizer", "name_suffix": "", "institution": "Rutgers", "department": "" }, { "first_name": "Melchi", "middle_name": "M", "last_name": "Michel", "name_suffix": "", "institution": "Rutgers", "department": "" }, { "first_name": "Karla", "middle_name": "K", "last_name": "Evans", "name_suffix": "", "institution": "University of York", "department": "" }, { "first_name": "Jeremy", "middle_name": "M", "last_name": "Wolfe", "name_suffix": "", "institution": "Harvard", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2018-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/27887/galley/17525/download/" } ] }