{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T02:56:03Z","timestamp":1778208963148,"version":"3.51.4"},"reference-count":24,"publisher":"Springer Science and Business Media LLC","issue":"8","license":[{"start":{"date-parts":[[2014,6,25]],"date-time":"2014-06-25T00:00:00Z","timestamp":1403654400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Cancer Causes Control"],"published-print":{"date-parts":[[2014,8]]},"DOI":"10.1007\/s10552-014-0404-4","type":"journal-article","created":{"date-parts":[[2014,6,24]],"date-time":"2014-06-24T06:17:29Z","timestamp":1403590649000},"page":"1037-1043","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Assessment of a fully automated, high-throughput mammographic density measurement tool for use with processed digital mammograms"],"prefix":"10.1007","volume":"25","author":[{"given":"A. M.","family":"Couwenberg","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"H. M.","family":"Verkooijen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"J.","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"R. M.","family":"Pijnappel","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"K. R.","family":"Charaghvandi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"M.","family":"Hartman","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"C. H.","family":"van Gils","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2014,6,25]]},"reference":[{"issue":"3","key":"404_CR1","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1056\/NEJMoa062790","volume":"356","author":"NF Boyd","year":"2007","unstructured":"Boyd NF, Guo H, Martin LJ, Sun L, Stone J, Fishell E et al (2007) Mammographic density and the risk and detection of breast cancer. N Engl J Med 356(3):227\u2013236","journal-title":"N Engl J Med"},{"issue":"6","key":"404_CR2","doi-asserted-by":"crossref","first-page":"1159","DOI":"10.1158\/1055-9965.EPI-06-0034","volume":"15","author":"Va McCormack","year":"2006","unstructured":"McCormack Va, dos Santos, Silva I (2006) Breast density and parenchymal patterns as markers of breast cancer risk: a meta-analysis. Cancer Epidemiol Biomark Prev 15(6):1159\u20131169","journal-title":"Cancer Epidemiol Biomark Prev"},{"issue":"3","key":"404_CR3","doi-asserted-by":"crossref","first-page":"297","DOI":"10.1056\/NEJMe068244","volume":"356","author":"K Kerlikowske","year":"2007","unstructured":"Kerlikowske K (2007) The mammogram that cried Wolfe. N Engl J Med 356(3):297\u2013300","journal-title":"N Engl J Med"},{"issue":"9","key":"404_CR4","doi-asserted-by":"crossref","first-page":"335","DOI":"10.1186\/1471-2407-9-335","volume":"20","author":"M Nothacker","year":"2009","unstructured":"Nothacker M, Duda V, Hahn M, Warm M, Degenhardt F, Madjar H, Weinbrenner SAU (2009) Early detection of breast cancer: benefits and risks of supplemental breast ultrasound in asymptomatic women with mammographically dense breast tissue. A systematic review. BMC Cancer 20(9):335","journal-title":"BMC Cancer"},{"key":"404_CR5","doi-asserted-by":"crossref","first-page":"2818","DOI":"10.1158\/1055-9965.EPI-07-2835","volume":"10","author":"AM Kavanagh","year":"2008","unstructured":"Kavanagh AM, Byrnes GB, Nickson C, Cawson JN, Giles GG, Hopper JL, Gertig DMED (2008) Using mammographic density to improve breast cancer screening outcomes. Cancer Epidemiol Biomark 10:2818\u20132824","journal-title":"Cancer Epidemiol Biomark"},{"key":"404_CR6","doi-asserted-by":"crossref","first-page":"715","DOI":"10.3109\/02841851.2010.497164","volume":"51","author":"M Benndorf","year":"2010","unstructured":"Benndorf M, Baltzer PA, Vag T, Gajda M, Runnebaum IBKW (2010) Breast MRI as an adjunct to mammography: does it really suffer from low specificity? A retrospective analysis stratified by mammographic BI-RADS classes. Acta Radiol 51:715\u2013721","journal-title":"Acta Radiol"},{"issue":"13","key":"404_CR7","doi-asserted-by":"crossref","first-page":"1394","DOI":"10.1001\/jama.2012.388","volume":"307","author":"WA Berg","year":"2012","unstructured":"Berg WA, Zhang ZLD et al (2012) Detection of breast cancer with addition of annual screening ultrasound or a single screening MRI to mammography in women with elevated breast cancer risk. JAMA 307(13):1394\u20131404","journal-title":"JAMA"},{"key":"404_CR8","unstructured":"Reston V (1993) American College of Radiology: breast imaging reporting and data system (BIRADS). Am Coll Radiol"},{"issue":"3","key":"404_CR9","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1186\/bcr2102","volume":"10","author":"MJ Yaffe","year":"2008","unstructured":"Yaffe MJ (2008) Mammographic density. Measurement of mammographic density. Breast Cancer Res 10(3):209","journal-title":"Breast Cancer Res"},{"key":"404_CR10","doi-asserted-by":"crossref","first-page":"223","DOI":"10.1186\/bcr2942","volume":"13","author":"NFML Boyd","year":"2011","unstructured":"Boyd NFML (2011) Mammographic density and breast cancer risk: current understanding and future prospects. Breast Cancer Res 13:223","journal-title":"Breast Cancer Res"},{"issue":"10","key":"404_CR11","doi-asserted-by":"crossref","first-page":"1629","DOI":"10.1088\/0031-9155\/39\/10\/008","volume":"39","author":"JW Byng","year":"1994","unstructured":"Byng JW, Boyd NF, Fishell E, Jong Ra, Yaffe MJ (1994) The quantitative analysis of mammographic densities. Phys Med Biol 39(10):1629\u20131638","journal-title":"Phys Med Biol"},{"issue":"2","key":"404_CR12","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1177\/153303460500400206","volume":"4","author":"JA Shepherd","year":"2005","unstructured":"Shepherd JA, Herve L, Landau J, Fan B, Kerlikowske KCS (2005) Novel use of single X-ray absorptiometry for measuring breast density. Technol Cancer Res Treat 4(2):173\u2013182","journal-title":"Technol Cancer Res Treat"},{"issue":"7","key":"404_CR13","doi-asserted-by":"crossref","first-page":"1473","DOI":"10.1158\/1055-9965.EPI-10-1150","volume":"20","author":"JA Shepherd","year":"2011","unstructured":"Shepherd JA, Kerlikowske K, Ma L, Duewer F, Fan B, Wang J, Malkov S, Vittinghoff ECS (2011) Volume of mammographic density and risk of breast cancer. Cancer Epidemiol Biomark 20(7):1473\u20131482","journal-title":"Cancer Epidemiol Biomark"},{"key":"404_CR14","doi-asserted-by":"crossref","first-page":"2715","DOI":"10.1088\/0031-9155\/56\/9\/005","volume":"56","author":"MGJ Kallenberg","year":"2011","unstructured":"Kallenberg MGJ (2011) Automatic breast density segmentation: an integration of different approaches. Phys Med Biol 56:2715\u20132729","journal-title":"Phys Med Biol"},{"key":"404_CR15","doi-asserted-by":"crossref","first-page":"342","DOI":"10.1007\/978-3-642-13666-5_46","volume":"6136","author":"R Highnam","year":"2010","unstructured":"Highnam R, Brady M, Yaffe MJKN (2010) Robust breast composition measurement\u2014Volpara (TM). Digit Mammogr 6136:342\u2013349","journal-title":"Digit Mammogr"},{"issue":"3","key":"404_CR16","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1109\/TMI.2005.862741","volume":"25","author":"S Engeland Van","year":"2006","unstructured":"Van Engeland S, Snoeren PR, Huisman H, Boetes CKN (2006) Volumetric breast density estimation from full-field digital mammograms. IEEE Trans Med Imaging 25(3):273\u2013282","journal-title":"IEEE Trans Med Imaging"},{"issue":"4","key":"404_CR17","doi-asserted-by":"crossref","first-page":"R114","DOI":"10.1186\/bcr3238","volume":"14","author":"J Li","year":"2012","unstructured":"Li J, Szekely L, Eriksson L, Heddson B, Sundbom A, Czene K et al (2012) High-throughput mammographic-density measurement: a tool for risk prediction of breast cancer. Breast Cancer Res 14(4):R114","journal-title":"Breast Cancer Res"},{"key":"404_CR18","doi-asserted-by":"crossref","first-page":"3090","DOI":"10.1158\/1055-9965.EPI-08-0170","volume":"17","author":"JJ Heine","year":"2008","unstructured":"Heine JJ, Carston MJ, Scott CG, Brandt KR, Wu F, Pankratz VS et al (2008) An automated approach for estimation of breast density. Cancer Epidemiol Biomark Prev 17:3090\u20133097","journal-title":"Cancer Epidemiol Biomark Prev"},{"issue":"3","key":"404_CR19","doi-asserted-by":"crossref","first-page":"352","DOI":"10.1118\/1.1539038","volume":"30","author":"O Pawluczyk","year":"2003","unstructured":"Pawluczyk O, Augustine BJ, Yaffe MJ, Rico D, Yang J, Mawdsley GEBN (2003) A volumetric method for estimation of breast density on digitized screen-film mammograms. Med Phys 30(3):352\u2013364","journal-title":"Med Phys"},{"issue":"5","key":"404_CR20","doi-asserted-by":"crossref","first-page":"R80","DOI":"10.1186\/bcr3474","volume":"15","author":"C Nickson","year":"2013","unstructured":"Nickson C, Arzhaeva Y, Aitken Z, Elgindy T, Buckley M, Li M et al (2013) AutoDensity: an automated method to measure mammographic breast density that predicts breast cancer risk and screening outcomes. Breast Cancer Res 15(5):R80","journal-title":"Breast Cancer Res"},{"key":"404_CR21","unstructured":"ImageJ, U.S. National Institutes of Health, Bethesda, MD, USA. http:\/\/imagej.nih.gov\/ij\/"},{"key":"404_CR22","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1097\/PPO.0000000000000025","volume":"20","author":"U Sovio","year":"2014","unstructured":"Sovio U, Li J, Aitken Z, Humphreys K, Czene K, Moss S et al (2014) Comparison of fully and semi-automated area-based methods for measuring mammographic density and predicting breast cancer risk. Br J Cancer 20:1\u20139","journal-title":"Br J Cancer"},{"key":"404_CR23","unstructured":"Ihaka R, Gentlemen RR (1997) The R Project for Statistical Computing [Internet]. Statistics Department of the University of Auckland. http:\/\/www.r-project.org\/"},{"key":"404_CR24","doi-asserted-by":"crossref","first-page":"168","DOI":"10.7326\/0003-4819-138-3-200302040-00008","volume":"138","author":"PA Carney","year":"2003","unstructured":"Carney PA, Miglioretti DL, Yankaskas BC, Kerlikowske K, Rosenberg R, Rutter CM et al (2003) Individual and combined effects of age, breast density and hormone replacement therapy use on the accuracy of screening mammography. Ann Intern Med 138:168\u2013175","journal-title":"Ann Intern Med"}],"container-title":["Cancer Causes &amp; Control"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10552-014-0404-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10552-014-0404-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10552-014-0404-4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,30]],"date-time":"2019-05-30T17:06:33Z","timestamp":1559235993000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10552-014-0404-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,6,25]]},"references-count":24,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2014,8]]}},"alternative-id":["404"],"URL":"https:\/\/doi.org\/10.1007\/s10552-014-0404-4","relation":{},"ISSN":["0957-5243","1573-7225"],"issn-type":[{"value":"0957-5243","type":"print"},{"value":"1573-7225","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,6,25]]}}}