{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T13:25:43Z","timestamp":1740144343022,"version":"3.37.3"},"reference-count":26,"publisher":"Springer Science and Business Media LLC","issue":"9","license":[{"start":{"date-parts":[[2018,6,13]],"date-time":"2018-06-13T00:00:00Z","timestamp":1528848000000},"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":["Int J CARS"],"published-print":{"date-parts":[[2018,9]]},"DOI":"10.1007\/s11548-018-1805-8","type":"journal-article","created":{"date-parts":[[2018,6,13]],"date-time":"2018-06-13T10:45:45Z","timestamp":1528886745000},"page":"1379-1395","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Peripheral bronchial identification on chest CT using unsupervised machine learning"],"prefix":"10.1007","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9404-0035","authenticated-orcid":false,"given":"Daniel A.","family":"Moses","sequence":"first","affiliation":[]},{"given":"Laughlin","family":"Dawes","sequence":"additional","affiliation":[]},{"given":"Claude","family":"Sammut","sequence":"additional","affiliation":[]},{"given":"Tatjana","family":"Zrimec","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,6,13]]},"reference":[{"issue":"4","key":"1805_CR1","doi-asserted-by":"publisher","first-page":"339","DOI":"10.1016\/S0887-2171(02)90021-1","volume":"23","author":"V Sharma","year":"2002","unstructured":"Sharma V, Shaaban AM, Berges G, Gosselin M (2002) The radiological spectrum of small-airway diseases. Semin Ultrasound CT MR 23(4):339\u2013351","journal-title":"Semin Ultrasound CT MR"},{"issue":"6","key":"1805_CR2","doi-asserted-by":"publisher","first-page":"1294","DOI":"10.1183\/09031936.01.00206101","volume":"17","author":"DM Hansell","year":"2001","unstructured":"Hansell DM (2001) Small airways diseases: detection and insights with computed tomography. Eur Respir J 17(6):1294\u20131313","journal-title":"Eur Respir J"},{"issue":"4","key":"1805_CR3","doi-asserted-by":"publisher","first-page":"761","DOI":"10.1016\/S0272-5231(05)70254-9","volume":"20","author":"AD Tasker","year":"1999","unstructured":"Tasker AD, Flower CD (1999) Imaging the airways. Hemoptysis, bronchiectasis, and small airways disease. Clin Chest Med 20(4):761\u2013773","journal-title":"Clin Chest Med"},{"issue":"4","key":"1805_CR4","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1109\/TMI.2005.862753","volume":"25","author":"I Sluimer","year":"2006","unstructured":"Sluimer I, Schilham A, Prokop M, van Ginneken B (2006) Computer analysis of computed tomography scans of the lung: a survey. IEEE Trans Med Imaging 25(4):385\u2013405. \n                    https:\/\/doi.org\/10.1109\/tmi.2005.862753","journal-title":"IEEE Trans Med Imaging"},{"key":"1805_CR5","volume-title":"High-resolution CT of the lung","author":"WR Webb NLMu","year":"2001","unstructured":"Webb NLMu WR, Naidich DP (2001) High-resolution CT of the lung, 3rd edn. Lippincott Williams & Wilkins, Philadelphia","edition":"3"},{"issue":"5","key":"1805_CR6","doi-asserted-by":"publisher","first-page":"991","DOI":"10.1148\/radiographics.14.5.7991828","volume":"14","author":"TE Hartman","year":"1994","unstructured":"Hartman TE, Primack SL, Lee KS, Swensen SJ, Muller NL (1994) CT of bronchial and bronchiolar diseases. Radiographics 14(5):991\u20131003. \n                    https:\/\/doi.org\/10.1148\/radiographics.14.5.7991828","journal-title":"Radiographics"},{"issue":"3","key":"1805_CR7","doi-asserted-by":"publisher","first-page":"817","DOI":"10.2214\/ajr.183.3.1830817","volume":"183","author":"CI Silva","year":"2004","unstructured":"Silva CI, Colby TV, Muller NL (2004) Asthma and associated conditions: high-resolution CT and pathologic findings. AJR Am J Roentgenol 183(3):817\u2013824. \n                    https:\/\/doi.org\/10.2214\/ajr.183.3.1830817","journal-title":"AJR Am J Roentgenol"},{"key":"1805_CR8","unstructured":"Feuerstein M, Kitasaka T, Mori K (2009) Adaptive branch tracing and image sharpening for airway tree extraction in 3-D chest CT. In: Second international workshop of pulmonary imaging analysis EXACT09"},{"key":"1805_CR9","unstructured":"Lo P, Ginneken Bv, Reinhardt JM, Bruijne Md (2009) Extraction of airways from CT. In: Second international workshop of pulmonary imaging analysis EXACT 09"},{"issue":"4","key":"1805_CR10","doi-asserted-by":"publisher","first-page":"527","DOI":"10.1016\/j.media.2010.03.004","volume":"14","author":"P Lo","year":"2010","unstructured":"Lo P, Sporring J, Ashraf H, Pedersen JJH, de Bruijne M (2010) Vessel-guided airway tree segmentation: a voxel classification approach. Med Image Anal 14(4):527\u2013538. \n                    https:\/\/doi.org\/10.1016\/j.media.2010.03.004","journal-title":"Med Image Anal"},{"key":"1805_CR11","unstructured":"Kitasaka T, Yano H, Feuerstein M, Mori K (2010) Bronchial region extraction from 3D chest CT image by voxel classification based on local intensity structure. In: Third international workshop on pulmonary image analysis, p 21"},{"key":"1805_CR12","doi-asserted-by":"crossref","unstructured":"Xu Z, Bagci U, Foster B, Mollura DJ (2013) A hybrid multi-scale approach to automatic airway tree segmentation from CT scans. In: 10th international symposium on biomedical imaging: from nano to macro, pp 1308\u20131311","DOI":"10.1109\/ISBI.2013.6556772"},{"issue":"2","key":"1805_CR13","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1007\/s11548-016-1492-2","volume":"12","author":"M Qier","year":"2017","unstructured":"Qier M, Kitasaka T, Nimura Y, Oda M, Ueno J, Mori K (2017) Automatic segmentation of airway tree based on local intensity filter and machine learning technique in 3D chest CT volume. Int J Comput Assist Radiol Surg 12(2):245\u2013261. \n                    https:\/\/doi.org\/10.1007\/s11548-016-1492-2","journal-title":"Int J Comput Assist Radiol Surg"},{"key":"1805_CR14","doi-asserted-by":"publisher","unstructured":"Estepar RS, Ross JC, Kindlmann GL, Diaz A, Okajima Y, Kikinis R, Westin CF, Silverman EK, Washko GG (2012) Automatic airway analysis for genome-wide association studies in COPD. Proc IEEE Int Symp Biomed Imaging. \n                    https:\/\/doi.org\/10.1109\/ISBI.2012.6235848","DOI":"10.1109\/ISBI.2012.6235848"},{"issue":"6","key":"1805_CR15","doi-asserted-by":"publisher","first-page":"1415","DOI":"10.1109\/TVCG.2009.177","volume":"15","author":"GL Kindlmann","year":"2009","unstructured":"Kindlmann GL, San Jose Estepar R, Smith SM, Westin CF (2009) Sampling and visualizing creases with scale-space particles. IEEE Trans Vis Comput Graph 15(6):1415\u20131424. \n                    https:\/\/doi.org\/10.1109\/TVCG.2009.177","journal-title":"IEEE Trans Vis Comput Graph"},{"issue":"6","key":"1805_CR16","doi-asserted-by":"publisher","first-page":"819","DOI":"10.1016\/j.media.2009.07.011","volume":"13","author":"D Lesage","year":"2009","unstructured":"Lesage D, Angelini ED, Bloch I, Funka-Lea G (2009) A review of 3D vessel lumen segmentation techniques: models, features and extraction schemes. Medical Image Anal 13(6):819\u2013845. \n                    https:\/\/doi.org\/10.1016\/j.media.2009.07.011","journal-title":"Medical Image Anal"},{"key":"1805_CR17","doi-asserted-by":"crossref","unstructured":"Frangi AF, Niessen WJ, Vincken KL, Viergever MA (1998) Multiscale vessel enhancement filtering. In: Medical image computing and computer-assisted intervention\u2014MICCAI\u201998. In: First international conference. Proceedings, 11\u201313 Oct. 1998, Berlin, Germany. Springer, pp 130-137","DOI":"10.1007\/BFb0056195"},{"key":"1805_CR18","doi-asserted-by":"crossref","unstructured":"Manniesing R, Niessen W (2005) Multiscale vessel enhancing diffusion in CT angiography noise filtering. In: Information processing in medical imaging. 19th International conference, IPMI 2005. Proceedings, 10\u201315 July 2005, Berlin, Germany, 2005. Information processing in medical imaging. 19th International conference, IPMI 2005. Proceedings (Lecture Notes in Computer Science vol 3565). Springer, pp 138\u2013149","DOI":"10.1007\/11505730_12"},{"key":"1805_CR19","doi-asserted-by":"publisher","first-page":"613","DOI":"10.1016\/S0167-8655(98)00031-2","volume":"19","author":"K Palagyi","year":"1998","unstructured":"Palagyi K, Kuba A (1998) A 3D 6-subiteration thinning algorithm for extracting medial lines. Pattern Recogn Lett 19:613\u2013627","journal-title":"Pattern Recogn Lett"},{"issue":"11","key":"1805_CR20","doi-asserted-by":"publisher","first-page":"795","DOI":"10.1016\/S0262-8856(98)00160-7","volume":"17","author":"TJ Atherton","year":"1999","unstructured":"Atherton TJ, Kerbyson DJ (1999) Size invariant circle detection. Image Vis Comput 17(11):795\u2013803. \n                    https:\/\/doi.org\/10.1016\/S0262-8856(98)00160-7","journal-title":"Image Vis Comput"},{"issue":"1","key":"1805_CR21","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1016\/0262-8856(90)90059-E","volume":"8","author":"HK Yuen","year":"1990","unstructured":"Yuen HK, Princen J, Illingworth J, Kittler J (1990) Comparative study of Hough transform methods for circle finding. Image Vis Comput 8(1):71\u201377. \n                    https:\/\/doi.org\/10.1016\/0262-8856(90)90059-E","journal-title":"Image Vis Comput"},{"key":"1805_CR22","volume-title":"The elements of statistical learning: data mining, inference, and prediction. The elements of statistical learning","author":"T Hastie","year":"2003","unstructured":"Hastie T, Tibshirani R, Friedman J (2003) The elements of statistical learning: data mining, inference, and prediction. The elements of statistical learning. Springer, Berlin"},{"key":"1805_CR23","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511801389","volume-title":"An introduction to support vector machines and other kernel-based learning methods","author":"N Cristianini","year":"2000","unstructured":"Cristianini N, Shawe-Taylor J (2000) An introduction to support vector machines and other kernel-based learning methods. Cambridge University Press, Cambridge"},{"issue":"9","key":"1805_CR24","doi-asserted-by":"publisher","first-page":"942","DOI":"10.1109\/42.952731","volume":"20","author":"F Chabat","year":"2001","unstructured":"Chabat F, Hu XP, Hansell DM, Yang GZ (2001) ERS transform for the automated detection of bronchial abnormalities on CT of the lungs. IEEE Trans Med Imaging 20(9):942\u2013952. \n                    https:\/\/doi.org\/10.1109\/42.952731","journal-title":"IEEE Trans Med Imaging"},{"issue":"5","key":"1805_CR25","doi-asserted-by":"publisher","first-page":"551","DOI":"10.1016\/j.acra.2004.01.012","volume":"11","author":"D Mayer","year":"2004","unstructured":"Mayer D, Bartz D, Fischer J, Ley S, del Rio A, Thust S, Kauczor HU, Heussel CP (2004) Hybrid segmentation and virtual bronchoscopy based on CT images. Acad Radiol 11(5):551\u2013565. \n                    https:\/\/doi.org\/10.1016\/j.acra.2004.01.012","journal-title":"Acad Radiol"},{"key":"1805_CR26","volume-title":"Pulmonary physiology","author":"MG Levitzky","year":"2013","unstructured":"Levitzky MG (2013) Pulmonary physiology, 8th edn. McGraw-Hill Education, New York","edition":"8"}],"container-title":["International Journal of Computer Assisted Radiology and Surgery"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11548-018-1805-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-018-1805-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-018-1805-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,12]],"date-time":"2019-06-12T19:19:52Z","timestamp":1560367192000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11548-018-1805-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,6,13]]},"references-count":26,"journal-issue":{"issue":"9","published-print":{"date-parts":[[2018,9]]}},"alternative-id":["1805"],"URL":"https:\/\/doi.org\/10.1007\/s11548-018-1805-8","relation":{},"ISSN":["1861-6410","1861-6429"],"issn-type":[{"type":"print","value":"1861-6410"},{"type":"electronic","value":"1861-6429"}],"subject":[],"published":{"date-parts":[[2018,6,13]]},"assertion":[{"value":"12 January 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"29 May 2018","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 June 2018","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethical standards"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and\/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards. For this type of study, formal consent is not required. This article does not contain identified patient data.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics standards"}}]}}