A case-based reasoning system for aiding detection and classification of nosocomial infections

Decision Support Systems

Volumn 84, Issue , 2016, Pages 104-116

  Gomez Vallejo H J ^a   Uriel Latorre, B ^b   Sande Meijide, M ^b   Villamarin Bello B ^b   Pavon R ^a   Fdez Riverola, F ^a   Glez Pena D ^a  

^a UNIVERSITY OF VIGO   (Spain)

^b Preventive Medice Service   (Spain)

Author keywords

Automatic surveillance; Case based reasoning; Clinical decision support system; Healthcare associated infections; Infection detection and classification

Indexed keywords

ARTIFICIAL INTELLIGENCE; DECISION SUPPORT SYSTEMS; DIAGNOSIS; HEALTH CARE; HOSPITALS; LEARNING SYSTEMS; MONITORING; REAL TIME SYSTEMS; SECURITY SYSTEMS;

CASE BASED REASONING SYSTEMS; CLINICAL DECISION SUPPORT SYSTEMS; ELECTRONIC SURVEILLANCE; ELECTRONIC SURVEILLANCE SYSTEMS; MACHINE LEARNING TECHNIQUES; NATIONAL HEALTH SYSTEM; REAL-TIME DECISION SUPPORT SYSTEMS; UNSTRUCTURED DOCUMENTS;

CASE BASED REASONING;

EID: 84959377705     PISSN: 01679236     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.dss.2016.02.005     Document Type: Article

References (30)

1. Y.Y. Chen, F.D. Wang, C.Y. Liu, and P. Chou Incidence rate and variable cost of nosocomial infections in different types of intensive care units Infect. Control Hosp. Epidemiol. 30 1 2009 39 46
2. W.H. Sheng, J.T. Wang, D.C. Lu, W.C. Chie, Y.C. Chen, and S.C. Chang Comparative impact of hospital-acquired infections on medical costs, length of hospital stay and outcome between community hospitals and medical centres J. Hosp. Infect. 59 3 2005 205 214
3. S.S. Magill, J.R. Edwards, W. Bamberg, Z.G. Beldavs, G. Dumyati, M.A. Kainer, R. Lynfield, M. Maloney, L. McAllister-Hollod, J. Nadle, S.M. Ray, D.L. Thompson, L.E. Wilson, and S.K. Fridkin Multistate point-prevalence survey of health care-associated infections N. Engl. J. Med. 370 13 2014 1198 1208
4. ECDC European Centre for Disease Prevention and Control, Point prevalence survey of healthcare associated infections and antimicrobial use in European long-term care facilities, April-May 2013 2014 Stockholm ECDC
5. J. Young, and K.B. Stevenson Real-time surveillance and decision support: Optimizing infection control and antimicrobial choices at the point of care Am. J. Infect. Control 36 3 2008 S67 S74
6. J.N. Hebden Rationale for accuracy and consistency in applying standardized definitions for surveillance of health care-associated infections Am. J. Infect. Control 40 5 2012 S29 S31
7. L. Milazzo, J.L. Bown, A. Eberst, G. Phillips, and J.W. Crawford Modelling of healthcare-associated infections: A study on the dynamics of pathogen transmission by using an individual-based approach Comput. Methods Prog. Biomed. 104 2 2011 260 265
8. E. van Kleef, J.V. Robotham, M. Jit, S.R. Deeny, and W.J. Edmunds Modelling the transmission of healthcare associated infections: A systematic review BMC Infect. Dis. 13 2013 294
9. J.S. de Bruin, W. Seeling, and C. Schuh Data use and effectiveness in electronic surveillance of healthcare associated infections in the 21st century: A systematic review J. Am. Med. Inform. Assoc. 21 5 2014 942 951
10. J. Leal, and K.B. Laupland Validity of electronic surveillance systems: A systematic review J. Hosp. Infect. 69 3 2008 220 229
11. R. Freeman, L.S. Moore, L. García Álvarez, A. Charlett, and A. Holmes Advances in electronic surveillance for healthcare-associated infections in the 21st Century: A systematic review J. Hosp. Infect. 84 2 2013 106 119
12. K.D. Cato, B. Cohen, and E. Larson Data elements and validation methods used for electronic surveillance of health care-associated infections: A systematic review Am. J. Infect. Control 43 6 2015 600 605
13. T.K. Dao, F. Zabaneh, J. Holmes, L. Disrude, M. Price, and L. Gentry A practical data mining method to link hospital microbiology and an infection control database Am. J. Infect. Control 36 3 2008 s18 s20
14. O.R.L. Sheng Editorial: Decision support for healthcare in a new information age Decis. Support. Syst. 30 2 2000 101 103
15. C. Yang, C. Wei, C. Yuan, and J. Schoung Predicting the length of hospital stay of burn patients: Comparisons of prediction accuracy among different clinical stages Decis. Support. Syst. 50 1 2010 325 335
16. A. Gupta, and R. Sharda Improving the science of healthcare delivery and informatics using modeling approaches Decis. Support. Syst. 55 3 2013 423 427
17. I. Bichindaritz, and C. Marling Case-based reasoning in the health sciences: What's next? Artif. Intell. Med. 36 2 2006 127 135
18. C. Marling, S. Montani, I. Bichindaritz, and P. Funk Synergistic case-based reasoning in medical domains Expert Syst. Appl. 41 2 2014 249 259
19. C. Dussart, P. Pommier, V. Siranyan, G. Grelaud, and S. Dussart Optimizing clinical practice with case-based reasoning approach J. Eval. Clin. Pract. 14 5 2008 718 720
20. S. Begum, M.U. Ahmed, P. Funk, N. Xiong, and M. Folke Case-based reasoning systems in the health sciences: A survey of recent trends and developments IEEE Trans. Syst. Man Cybern. Part C 41 4 2011 421 434
21. M. Nilsson, and M. Sollenborn Advancements and trends in medical case-based reasoning: An overview of systems and system development Proceedings of the 17th international Florida Artificial Intelligence Research Society (FLAIRS) conference 2004 178 183
22. F. Díaz, F. Fdez-Riverola, and J.M. Corchado gene-CBR: A case-based reasoning tool for cancer diagnosis using microarray datasets Comput. Intell. 22 3-4 2006 254 268
23. D. Glez-Peña, F. Díaz, J.M. Hernández, J.M. Corchado, and F. Fdez-Riverola geneCBR: A translational tool for multiple-microarray analysis and integrative information retrieval for aiding diagnosis in cancer research BMC Bioinf. 10 187 2009
24. S. Montani Exploring new roles for case-based reasoning in heterogeneous AI systems for medical decision support Appl. Intell. 28 3 2008 275 285
25. E. Frank, and I.H. Witten Generating accurate rule sets without global optimization Proceedings of the 15th International Conference on Machine Learning 1998 144 151
26. M. Hall, E. Frank, G. Holmes, B. Pfahringer, P. Reutemann, and I.H. Witten The WEKA Data Mining Software: An update SIGKDD Explor. 11 1 2009 10 18
27. A. Aamodt, and E. Plaza Case-based reasoning: Foundational issues, methodological variations, and system approaches AI Commun. 7 1994 39 59
28. R. Kohavi A study of cross-validation and bootstrap for accuracy estimation and model selection Proccedings of the 14th International Joint Conference on Artificial Intelligence vol. 2 1995 1137 1143
29. J. Cohen A coefficient of agreement for nominal scales Educ. Psychol. Meas. 20 1 1960 37 46
30. A. Ben-David Comparison of classification accuracy using Cohen's Weighted Kappa Expert Syst. Appl. 34 2 2008 825 832