{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,30]],"date-time":"2026-04-30T13:20:07Z","timestamp":1777555207789,"version":"3.51.4"},"reference-count":47,"publisher":"Hindawi Limited","license":[{"start":{"date-parts":[[2013,1,1]],"date-time":"2013-01-01T00:00:00Z","timestamp":1356998400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/3.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computational and Mathematical Methods in Medicine"],"published-print":{"date-parts":[[2013]]},"abstract":"<jats:p>Breast cancer is one of the leading causes of death among women worldwide. There are a number of techniques used for diagnosing this disease: mammography, ultrasound, and biopsy, among others. Each of these has well-known advantages and disadvantages. A relatively new method, based on the temperature a tumor may produce, has recently been explored: thermography. In this paper, we will evaluate the diagnostic power of thermography in breast cancer using Bayesian network classifiers. We will show how the information provided by the thermal image can be used in order to characterize patients suspected of having cancer. Our main contribution is the proposal of a score, based on the aforementioned information, that could help distinguish sick patients from healthy ones. Our main results suggest the potential of this technique in such a goal but also show its main limitations that have to be overcome to consider it as an effective diagnosis complementary tool.<\/jats:p>","DOI":"10.1155\/2013\/264246","type":"journal-article","created":{"date-parts":[[2013,5,22]],"date-time":"2013-05-22T21:28:53Z","timestamp":1369258133000},"page":"1-10","source":"Crossref","is-referenced-by-count":45,"title":["Evaluation of the Diagnostic Power of Thermography in Breast Cancer Using Bayesian Network Classifiers"],"prefix":"10.1155","volume":"2013","author":[{"given":"Cruz-Ram\u00edrez","family":"Nicandro","sequence":"first","affiliation":[{"name":"Departamento de Inteligencia Artificial, Universidad Veracruzana, Sebasti\u00e1n Camacho 5, Centro, 91000 Xalapa, VZ, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mezura-Montes","family":"Efr\u00e9n","sequence":"additional","affiliation":[{"name":"Departamento de Inteligencia Artificial, Universidad Veracruzana, Sebasti\u00e1n Camacho 5, Centro, 91000 Xalapa, VZ, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ameca-Alducin","family":"Mar\u00eda Yaneli","sequence":"additional","affiliation":[{"name":"Departamento de Inteligencia Artificial, Universidad Veracruzana, Sebasti\u00e1n Camacho 5, Centro, 91000 Xalapa, VZ, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mart\u00edn-Del-Campo-Mena","family":"Enrique","sequence":"additional","affiliation":[{"name":"Centro Estatal de Cancerolog\u00eda: Miguel Dorantes Mesa, Aguascalientes 100, Progreso Macuiltepetl, 91130 Xalapa, VZ, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Acosta-Mesa","family":"H\u00e9ctor Gabriel","sequence":"additional","affiliation":[{"name":"Departamento de Inteligencia Artificial, Universidad Veracruzana, Sebasti\u00e1n Camacho 5, Centro, 91000 Xalapa, VZ, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"P\u00e9rez-Castro","family":"Nancy","sequence":"additional","affiliation":[{"name":"Laboratorio Nacional de Inform\u00e1tica Avanzada (LANIA) A.C. R\u00e9bsamen 80, Centro, 91000 Xalapa, VZ, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guerra-Hern\u00e1ndez","family":"Alejandro","sequence":"additional","affiliation":[{"name":"Departamento de Inteligencia Artificial, Universidad Veracruzana, Sebasti\u00e1n Camacho 5, Centro, 91000 Xalapa, VZ, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hoyos-Rivera","family":"Guillermo de Jes\u00fas","sequence":"additional","affiliation":[{"name":"Departamento de Inteligencia Artificial, Universidad Veracruzana, Sebasti\u00e1n Camacho 5, Centro, 91000 Xalapa, VZ, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Barrientos-Mart\u00ednez","family":"Roc\u00edo Erandi","sequence":"additional","affiliation":[{"name":"Departamento de Inteligencia Artificial, Universidad Veracruzana, Sebasti\u00e1n Camacho 5, Centro, 91000 Xalapa, VZ, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"98","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.3322\/caac.20107"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1245\/s10434-007-9438-0"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijthermalsci.2008.06.015"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1007\/s002689900227"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1002\/jso.20381"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1023\/A:1025794629878"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1109\/51.734241"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejso.2010.04.003"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1016\/j.amjsurg.2008.06.015"},{"issue":"5","key":"10","doi-asserted-by":"crossref","first-page":"1017","DOI":"10.1054\/bjoc.1999.1036","volume":"82","year":"2000","journal-title":"British Journal of Cancer"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1200\/JCO.2004.00.4960"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMoa031759"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1023\/A:1016302719017"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1080\/03091900010022247"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1243\/0954411001535534"},{"issue":"6","key":"18","doi-asserted-by":"crossref","first-page":"1678","DOI":"10.1002\/1097-0142(19910315)67:6<1678::AID-CNCR2820670633>3.0.CO;2-K","volume":"67","year":"1991","journal-title":"Cancer"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1080\/03091900110086642"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1007\/s10916-008-9213-1"},{"key":"21","doi-asserted-by":"publisher","DOI":"10.1260\/2040-2295.1.1.27"},{"issue":"12","key":"22","first-page":"425","volume":"2","year":"2010","journal-title":"International Journal of Collaborative Research on Internal Medicine and Public Health"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1046\/j.1524-4741.2003.09425.x"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1243\/0954411011535975"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1080\/03091900110043621"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1080\/03091900210146941"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.1186\/1475-925X-9-3"},{"key":"28","doi-asserted-by":"publisher","DOI":"10.1016\/j.acra.2010.09.016"},{"issue":"4","key":"29","doi-asserted-by":"crossref","first-page":"1149","DOI":"10.2214\/ajr.183.4.1831149","volume":"183","year":"2004","journal-title":"American Journal of Roentgenology"},{"key":"30","doi-asserted-by":"publisher","DOI":"10.1046\/j.1365-2303.2000.00290.x"},{"issue":"3","key":"31","doi-asserted-by":"crossref","first-page":"178","DOI":"10.1046\/j.1365-2303.1998.00135.x","volume":"9","year":"1998","journal-title":"Cytopathology"},{"key":"32","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(99)02186-8"},{"key":"33","series-title":"Morgan Kaufmann series in representation and reasoning","year":"1988"},{"key":"34","first-page":"675","volume":"19","year":"2003","journal-title":"Econometric Theory"},{"key":"35","year":"1998"},{"key":"36","volume-title":"An overview of the representation and discovery of causal relationships using bayesian networks","year":"1999"},{"key":"39","year":"1995"},{"issue":"2-3","key":"38","first-page":"131","volume":"29","year":"1997","journal-title":"Machine Learning"},{"key":"37","series-title":"The Morgan Kaufmann Series in Data Management Systems","year":"2006"},{"key":"41","year":"2001"},{"key":"40","series-title":"Morgan Kaufmann Series in Data Management Systems","year":"2005"},{"key":"42","year":"2009"},{"key":"43","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-006-6889-7"},{"key":"44","doi-asserted-by":"publisher","DOI":"10.1016\/S0933-3657(98)00062-1"},{"issue":"3","key":"45","doi-asserted-by":"crossref","first-page":"178","DOI":"10.1046\/j.1365-2303.1998.00135.x","volume":"9","year":"1998","journal-title":"Cytopathology"},{"key":"46","doi-asserted-by":"publisher","DOI":"10.1046\/j.1365-2303.2000.00290.x"},{"key":"47","year":"2000"},{"key":"49","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1613\/jair.953","volume":"16","year":"2002","journal-title":"Journal of Artificial Intelligence Research"},{"key":"51","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2007.04.009"}],"container-title":["Computational and Mathematical Methods in Medicine"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/cmmm\/2013\/264246.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cmmm\/2013\/264246.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cmmm\/2013\/264246.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,7,14]],"date-time":"2019-07-14T01:53:06Z","timestamp":1563069186000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.hindawi.com\/journals\/cmmm\/2013\/264246\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013]]},"references-count":47,"alternative-id":["264246","264246"],"URL":"https:\/\/doi.org\/10.1155\/2013\/264246","relation":{},"ISSN":["1748-670X","1748-6718"],"issn-type":[{"value":"1748-670X","type":"print"},{"value":"1748-6718","type":"electronic"}],"subject":[],"published":{"date-parts":[[2013]]}}}