Abstract
In this paper we present a survey of expert systems in neurology. Especially in the field of neurology diseases occur in varying combinations of symptoms. Supporting medical staff in the process of finding a correct diagnosis to a hypothesis in a timely manner is very desirable to improve a patients outcome. We searched Google Scholar, Mendeley and PubMed and compared the found systems regarding their performance, precision and applicability in practice. Moreover we highlight gaps and point out possible further research directions.
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Notes
- 1.
see diagnosis code I60, I61, I63, I65 at http://www.gbe-bund.de - last visited 2014-12-14.
References
Adhikari, N.K.J., Beyene, J., Sam, J., Haynes, R.B.: Effects of computerized clinical decision support systems on practitioner performance. JAMA 293(10), 1223–1238 (2014)
Angeli, C.: Diagnostic expert systems: from expert’s knowledge to real-time systems. In: Sajja, P., Akerkar, R. (eds.) Advanced Knowledge Based Systems: Model, Applications & Research, vol. 1, Chap. 4, pp. 50–73 (2010)
Banks, G.: Artificial intelligence in medical diagnosis: the INTERNIST/CADUCEUS approach. Crit. Rev. Med. Inf. 1, 23–54 (1986)
Beierle, C., Kern-Isberner, G.: Methoden wissensbasierter Systeme: Grundlagen, Algorithmen, Anwendungen (Computational Intelligence) (German Edition). Springer Vieweg, 5, überar edn. (2014), http://amazon.com/o/ASIN/3834818968/http://link.springer.com/content/pdf/10.1007/978-3-8348-9517-2.pdf
Berner, E.: Clinical decision support systems: state of the art. AHRQ Publication (09) (2009), http://scholar.google.com/scholar?hl=en&btnG=Search&q=intitle:Clinical+Decision+Support+Systems+:+State+of+the+Art#0
Bickel, A., Grunewald, M.: Ein Expertensystem für das Fachgebiet Neurologie: Möglichkeiten und Grenzen. Fortschr. Neurol. Psychiatr. 74(12), 723–731 (2006)
Borgohain, R., Sanyal, S.: Rule Based Expert System for Cerebral Palsy Diagnosis. arXiv preprint arXiv:1207.0117, pp. 1–4 (2012), http://arxiv.org/abs/1207.0117
Borgohain, R., Sanyal, S.: Rule Based Expert System for Diagnosis of Neuromuscular Disorders. arXiv:1207.2104, pp. 1–5 (2012)
Bunke, H., Flückiger, F., Ludin, H.P., Conti, F.: Diagnostic expert systems in neurology—a comparison between a rule based prototype and a database oriented approach. In: Rienhoff, O., Piccolo, U., Schneider, B. (eds.) Expert Systems and Decision Support in Medicine, pp. 209–212. Springer (1988)
Ciabattoni, A., Picado, D., Vetterlein, T., El-zekey, M.: Formal approaches to rule-based systems in medicine: the case of CADIAG-2. Int. J. Approx. Reasoning 54, 132–148 (2013). http://www.sciencedirect.com/science/article/pii/S0888613X12001612
Dinevski, D., Bele, U., Šarenac, T., Rajkovič, U., Šušteršič, O.: Clinical decision support systems. Studies in health technology and informatics, pp. 217–238 (2013)
Friedman-Hill, E.: JESS in Action. Manning Greenwich, CT (2003)
Ghahazi, M.A., Fazel Zarandi, M.H., Harirchian, M.H., Damirchi-Darasi, S.R.: Fuzzy rule based expert system for diagnosis of multiple sclerosis. In: 2014 IEEE Conference on Norbert Wiener in the 21st Century (21CW), pp. 1–5. IEEE (2014)
Ishak, W., Siraj, F.: Artificial intelligence in medical application: an exploration. Health Informatics Europe Journal (2002). http://www.researchgate.net/publication/240943548_ARTIFICIAL_INTELLIGENCE_IN_MEDICAL_APPLICATION_AN_EXPLORATION/file/60b7d5292d45d674ab.pdf
Josefiok, M.: Measuring and Monitoring the Rehabilitation of Patients on Monitoring Stations via the Analyses of poly-structured Data. In: Plödereder, E., Grunske, L., Schneider, E., Dominik, U. (eds.) 44. Jahrestagung der Gesellschaft für Informatik, Informatik 2014, Big Data—Komplexitnät meistern. pp. 2305–2310. LNI, GI (2014)
Kaplan, B.: Evaluating informatics applications–clinical decision support systems literature review. Int. J. Med. Inf. 64(1), 15–37 (2001). http://linkinghub.elsevier.com/retrieve/pii/S1386505601001836, http://www.sciencedirect.com/science/article/pii/S1386505601001836
Krahn, T., Eichelberg, M., Gudenkauf, S., Laleci, E., Gokce, B., Hans-Jürgen, A.: adverse drug event notification system-reusing clinical patient data for semi-automatic ADE detection. In: Proceedings 27th International Symposium on Computer-Based Medical Systems (IEEE CBMS 2014) (2014)
Moher, D., Liberati, A., Tetzlaff, J., Altman, D.G., Group, T.P.: Preferred Reporting Items for Systematic Reviews and Meta-Analyses: the PRISMA Statement. PLoS Med 6(7), e1000097 (2009). http://dx.doi.org/10.1371/journal.pmed.1000097
Puppe, F.: Einführung in Expertensysteme (Studienreihe Informatik) (German Edition). Springer (1988). http://amazon.com/o/ASIN/3540194819/
Reimers, C.D., Bitsch, A.: Differenzialdiagnose Neurologie. Kohlhammer, Stuttgart (2008)
Sharma, T., Jain, S.: Surv. Expert Syst. 2(1), 343–346 (2012)
Shortliffe, E.H. (ed.): Computer-Based Medical Consultations: Mycin. Elsevier (1976)
Vaghefi, S.Y.M., Isfahani, T.M.: ROSES: an exper system for diagnosing six neurologic diseases in children. In: International Conference Intelligent Systems & Agents, pp. 259–260 (2009)
Van Remoortere, P.: Computer-based medical consultations: MYCIN (1979)
Wagholikar, K.B., Sundararajan, V., Deshpande, A.W.: Modeling paradigms for medical diagnostic decision support: a survey and future directions. J. Med. Syst. 36(5), 3029–3049 (2012). http://link.springer.com/article/10.1007/s10916-011-9780-4/fulltext.html
Weiß, J.P., Josefiok, M., Krahn, T., Appelrath, H.J.: Entwicklung eines Fachkonzepts für die klinische Entscheidungsunterstützung durch Analytische Informationssysteme. In: Proceedings of the 12th International Conference on Wirtschaftsinformatik (WI2015) (2015), to be published
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Josefiok, M., Krahn, T., Sauer, J. (2015). A Survey on Expert Systems for Diagnosis Support in the Field of Neurology. In: Neves-Silva, R., Jain, L., Howlett, R. (eds) Intelligent Decision Technologies. IDT 2017. Smart Innovation, Systems and Technologies, vol 39. Springer, Cham. https://doi.org/10.1007/978-3-319-19857-6_26
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DOI: https://doi.org/10.1007/978-3-319-19857-6_26
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