{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,6]],"date-time":"2026-05-06T13:53:29Z","timestamp":1778075609219,"version":"3.51.4"},"reference-count":26,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2007,7,17]],"date-time":"2007-07-17T00:00:00Z","timestamp":1184630400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J Med Syst"],"published-print":{"date-parts":[[2007,8,17]]},"DOI":"10.1007\/s10916-007-9077-9","type":"journal-article","created":{"date-parts":[[2007,7,17]],"date-time":"2007-07-17T00:07:08Z","timestamp":1184630828000},"page":"357-364","source":"Crossref","is-referenced-by-count":29,"title":["Comparison of the Levels of Accuracy of an Artificial Neural Network Model and a Logistic Regression Model for the Diagnosis of Acute Appendicitis"],"prefix":"10.1007","volume":"31","author":[{"given":"Shinya","family":"Sakai","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kuriko","family":"Kobayashi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shin-ichi","family":"Toyabe","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nozomu","family":"Mandai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tatsuo","family":"Kanda","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kohei","family":"Akazawa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2007,7,17]]},"reference":[{"key":"9077_CR1","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1002\/bjs.4464","volume":"91","author":"R. E. Andersson","year":"2004","unstructured":"Andersson, R. E., Meta-analysis of the clinical and laboratory diagnosis of appendicitis. Br. J. Surg. 91:28\u201337, 2004.","journal-title":"Br. J. Surg."},{"key":"9077_CR2","doi-asserted-by":"crossref","first-page":"194","DOI":"10.1016\/S0002-9610(96)00011-6","volume":"173","author":"S. Eldar","year":"1997","unstructured":"Eldar, S., Nash, E., Sabo, E., Matter, I., Kunin, J., Mogilner, J. G., and Abrahamson, J., Delay of surgery in acute appendicitis. Am. J. Surg. 173:194\u2013198, 1997.","journal-title":"Am. J. Surg."},{"key":"9077_CR3","first-page":"159","volume":"74","author":"E. Arnbjornsson","year":"1985","unstructured":"Arnbjornsson, E., Scoring system for computer-aided diagnosis of acute appendicitis. The value of prospective versus retrospective studies. Ann. Chir. Gynaecol. 74:159\u2013166, 1985.","journal-title":"Ann. Chir. Gynaecol."},{"key":"9077_CR4","first-page":"86","volume":"7","author":"M. Eskelinen","year":"1992","unstructured":"Eskelinen, M., Ikonen, J., and Lipponen, P., A computer-based diagnostic score to aid in diagnosis of acute appendicitis. A prospective study of 1333 patients with acute abdominal pain. Theor. Surg. 7:86\u201390, 1992.","journal-title":"Theor. Surg."},{"key":"9077_CR5","doi-asserted-by":"crossref","first-page":"557","DOI":"10.1016\/S0196-0644(86)80993-3","volume":"15","author":"A. Alvarado","year":"1986","unstructured":"Alvarado, A., A practical score for the early diagnosis of acute appendicitis. Ann. Emerg. Med. 15:557\u2013564, 1986.","journal-title":"Ann. Emerg. Med."},{"key":"9077_CR6","doi-asserted-by":"crossref","first-page":"993","DOI":"10.1001\/archsurg.134.9.993","volume":"134","author":"C. Ohmann","year":"1999","unstructured":"Ohmann, C., Franke, C., and Yang, Q., Clinical benefit of a diagnostic score for appendicitis: results of a prospective interventional study. German Study Group of Acute Abdominal Pain. Arch. Surg. 134:993\u2013996, 1999.","journal-title":"Arch. Surg."},{"key":"9077_CR7","doi-asserted-by":"crossref","first-page":"1151","DOI":"10.1007\/s00268-005-7853-6","volume":"29","author":"N. E. Tzanakis","year":"2005","unstructured":"Tzanakis, N. E., Efstathiou, S. P., Danulidis, K., et al., A new approach to accurate diagnosis of acute appendicitis. World J. Surg. 29:1151\u20131156, 2005.","journal-title":"World J. Surg."},{"key":"9077_CR8","doi-asserted-by":"crossref","first-page":"709","DOI":"10.1542\/peds.2005-0094","volume":"116","author":"A. B. Kharbanda","year":"2005","unstructured":"Kharbanda, A. B., Taylor, G. A., Fishman, S. J., and Bachur, R. G., A clinical decision rule to identify children at low risk for appendicitis. Pediatrics 116:709\u2013716, 2005.","journal-title":"Pediatrics"},{"key":"9077_CR9","doi-asserted-by":"crossref","first-page":"372","DOI":"10.1016\/j.medengphy.2005.06.006","volume":"28","author":"H. G. Hosseini","year":"2006","unstructured":"Hosseini, H. G., Luo, D., and Reynolds, K. J., The comparison of different feed forward ANN architectures for ECG signal diagnosis. Med. Eng. Phys. 28:372\u2013378, 2006.","journal-title":"Med. Eng. Phys."},{"key":"9077_CR10","doi-asserted-by":"crossref","first-page":"551","DOI":"10.1016\/j.annepidem.2003.10.005","volume":"14","author":"K. J. Ottenbacher","year":"2004","unstructured":"Ottenbacher, K. J., Linn, R. T., Smith, P. M., Illig, S. B., Mancuso, M., and Granger, C. V., Comparison of logistic regression and ANN analysis applied to predicting living setting after hip fracture. Ann. Epidemiol. 14:551\u2013559, 2004.","journal-title":"Ann. Epidemiol."},{"key":"9077_CR11","doi-asserted-by":"crossref","first-page":"366","DOI":"10.1067\/mem.2002.122705","volume":"39","author":"W. G. Baxt","year":"2002","unstructured":"Baxt, W. G., Shofer, F. S., Sites, F. D., and Hollander, J. E., A neural computational aid to the diagnosis of acute myocardial infarction. Ann. Emerg. Med. 39:366\u2013373, 2002.","journal-title":"Ann. Emerg. Med."},{"key":"9077_CR12","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1016\/0020-7101(95)01147-1","volume":"40","author":"E. Pesonen","year":"1996","unstructured":"Pesonen, E., Eskelinen, M., and Juhola, M., Comparison of different neural network algorithms in the diagnosis of acute appendicitis. Int. J. Biomed. Comput. 40:227\u2013233, 1996.","journal-title":"Int. J. Biomed. Comput."},{"key":"9077_CR13","first-page":"548","volume":"92","author":"B. Efron","year":"1997","unstructured":"Efron, B., and Tibshirani, R., Improvement on cross-validation: The .632+ bootstrap method. J. Am. Stat. Assoc. 92:548\u2013560, 1997.","journal-title":"J. Am. Stat. Assoc."},{"key":"9077_CR14","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1148\/radiographics.21.1.g01ja17247","volume":"21","author":"C. J. Sivit","year":"2001","unstructured":"Sivit, C. J., Siegel, M. J., Applegate, K. E., and Newman, K. D., When appendicitis is suspected in children. Radiographics 21:247\u2013262, 2001.","journal-title":"Radiographics"},{"key":"9077_CR15","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1002\/bimj.200410011","volume":"46","author":"S. Wehberg","year":"2004","unstructured":"Wehberg, S., and Schumacher, M., A comparison of nonparametric error rate estimation methods in classification problems. Biom. J. 46:35\u201347, 2004.","journal-title":"Biom. J."},{"key":"9077_CR16","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1148\/radiology.143.1.7063747","volume":"143","author":"J. A. Hanley","year":"1982","unstructured":"Hanley, J. A., and McNeil, B. J., The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 143:29\u201336, 1982.","journal-title":"Radiology"},{"issue":"4","key":"9077_CR17","doi-asserted-by":"crossref","first-page":"561","DOI":"10.1093\/clinchem\/39.4.561","volume":"39","author":"M. H. Zweig","year":"1993","unstructured":"Zweig, M. H., and Campbell, G., Receiver-operating characteristic (ROC) plots: a fundamental evaluation tool in clinical medicine. Clin. Chem. 39(4):561\u2013577, 1993.","journal-title":"Clin. Chem."},{"key":"9077_CR18","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1111\/j.1365-2354.2005.00638.x","volume":"15","author":"E. Bartfay","year":"2006","unstructured":"Bartfay, E., Mackillop, W. J., and Pater, J. L., Comparing the predictive value of neural network models to logistic regression models on the risk of death for small-cell lung cancer patients. Eur. J. Cancer Care 15:115\u2013124, 2006.","journal-title":"Eur. J. Cancer Care"},{"key":"9077_CR19","doi-asserted-by":"crossref","first-page":"369","DOI":"10.1093\/ajcp\/80.3.369","volume":"80","author":"A. Marchand","year":"1983","unstructured":"Marchand, A., Van Lente, F., and Galen, R. S. The assessment of laboratory tests in the diagnosis of acute appendicitis. Am. J. Clin. Pathol. 80:369\u2013374, 1983.","journal-title":"Am. J. Clin. Pathol."},{"key":"9077_CR20","doi-asserted-by":"crossref","first-page":"1757","DOI":"10.1093\/clinchem\/40.9.1757","volume":"40","author":"J. M. Gronroos","year":"1994","unstructured":"Gronroos, J. M., Forsstrom, J. J., Irjala, K., and Nevalainen, T. J., Phospholipase A2, C-reactive protein, and white blood cell count in the diagnosis of acute appendicitis. Clin. Chem. 40:1757\u20131760, 1994.","journal-title":"Clin. Chem."},{"key":"9077_CR21","doi-asserted-by":"crossref","first-page":"1019","DOI":"10.1016\/S0736-4679(99)00135-3","volume":"17","author":"B. Clyne","year":"1999","unstructured":"Clyne, B., and Olshaker, J. S., The C-reactive protein. J. Emerg. Med. 17:1019\u20131025, 1999.","journal-title":"J. Emerg. Med."},{"key":"9077_CR22","doi-asserted-by":"crossref","first-page":"274","DOI":"10.1186\/1471-2105-7-274","volume":"7","author":"J. Hua","year":"2006","unstructured":"Hua, J., Lowey, J., Xiong, Z., and Dougherty, E. R., Noise-injected neural networks show promise for use on small-sample expression data. BMC Bioinformatics 7:274, 2006.","journal-title":"BMC Bioinformatics"},{"key":"9077_CR23","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/S0167-7012(00)00201-3","volume":"43","author":"I. A. Basheer","year":"2000","unstructured":"Basheer, I. A., and Hajmeer, M., Artificial neural networks: fundamentals, computing, design, and application. J. Microbiol. Methods 43:3\u201331, 2000.","journal-title":"J. Microbiol. Methods"},{"key":"9077_CR24","doi-asserted-by":"crossref","first-page":"1159","DOI":"10.1002\/sim.1687","volume":"23","author":"P. C. Austin","year":"2004","unstructured":"Austin, P. C., and Brunner, L. J., Inflation of the type I error rate when a continuous confounding variable is categorized in logistic regression analyses. Stat. Med. 23:1159\u20131178, 2004.","journal-title":"Stat. Med."},{"key":"9077_CR25","doi-asserted-by":"crossref","first-page":"829","DOI":"10.1093\/jnci\/86.11.829","volume":"86","author":"D. G. Altman","year":"1994","unstructured":"Altman, D. G., Lausen, B., Sauerbrei, W., and Schumachar, M., Dangers of using \u2018optimal\u2019 cutpoints in the evaluation of prognostic factors. J. Natl. Cancer Inst. 86:829\u2013835, 1994.","journal-title":"J. Natl. Cancer Inst."},{"key":"9077_CR26","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1197\/j.aem.2006.08.007","volume":"14","author":"C. C. Lee","year":"2007","unstructured":"Lee, C. C., Golub, R., Singer, A. J., Cantu, R., Jr., and Levinson, H., Routine versus selective abdominal computed tomography scan in the evaluation of right lower quadrant pain: a randomized controlled trial. Acad. Emerg. Med. 14:117\u2013122, 2007.","journal-title":"Acad. Emerg. Med."}],"container-title":["Journal of Medical Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10916-007-9077-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10916-007-9077-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10916-007-9077-9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,4,25]],"date-time":"2020-04-25T04:10:42Z","timestamp":1587787842000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10916-007-9077-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2007,7,17]]},"references-count":26,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2007,8,17]]}},"alternative-id":["9077"],"URL":"https:\/\/doi.org\/10.1007\/s10916-007-9077-9","relation":{},"ISSN":["0148-5598","1573-689X"],"issn-type":[{"value":"0148-5598","type":"print"},{"value":"1573-689X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2007,7,17]]}}}