Cross-domain probabilistic inference in a clinical decision support system: Examples for dermatology and rheumatology

Computer Methods and Programs in Biomedicine

Volumn 104, Issue 2, 2011, Pages 286-291

  Chang, Ying Jui ^a,b,c   Yeh, Min Li ^a,b,d   Lee, Chyou Shen ^e,f   Hsu, Chien Yeh ^b   Li, Yu Chuan Jack ^a,g   Chiu, Wen Ta ^b,h  

^a TAIPEI MEDICAL UNIVERSITY   (Taiwan)

^b TAIPEI MEDICAL UNIVERSITY   (Taiwan)

^c FAR EASTERN MEMORIAL HOSPITAL   (Taiwan)

^d ORIENTAL INSTITUTE OF TECHNOLOGY   (Taiwan)

^e MACKAY MEMORIAL HOSPITAL   (Taiwan)

^f NURSING AND MANAGEMENT COLLEGE   (Taiwan)

^g TAIPEI MEDICAL UNIVERSITY   (Taiwan)

^h TAIPEI MEDICAL UNIVERSITY   (Taiwan)

Author keywords

Bayes formulation; Clinical decision support system; Knowledge base

Indexed keywords

AUTOIMMUNE DISEASE; BAYES FORMULATION; BLISTERING DISEASE; CASE REPORTS; CLINICAL DECISION SUPPORT SYSTEMS; CLINICAL DIAGNOSTICS; CROSS-DOMAIN; DIAGNOSTIC KNOWLEDGE BASE; INFERENCE TOOLS; KNOWLEDGE BASE; KNOWLEDGE DOMAINS; MEDICAL JOURNALS; MULTI DOMAINS; PROBABILISTIC INFERENCE;

ARTIFICIAL INTELLIGENCE; DECISION MAKING; DIAGNOSIS; KNOWLEDGE BASED SYSTEMS;

DECISION SUPPORT SYSTEMS;

ARTICLE; AUTOIMMUNE DISEASE; BAYES THEOREM; BLISTER; CLINICAL EVALUATION; COMPUTER INTERFACE; CROSS DOMAIN PROBABILISTIC INFERENCE; DECISION SUPPORT SYSTEM; DERMATOLOGY; GENERALIZED BLISTERING DISEASE; HUMAN; KNOWLEDGE BASE; MACHINE LEARNING; PROBABILITY; RHEUMATOLOGY; VALIDITY;

DECISION SUPPORT SYSTEMS, CLINICAL; DERMATOLOGY; HUMANS; PROBABILITY; RHEUMATOLOGY;

EID: 80054118214     PISSN: 01692607     EISSN: 18727565     Source Type: Journal    
DOI: 10.1016/j.cmpb.2011.07.008     Document Type: Article

References (28)

1. Purcell G.P. What makes a good clinical decision support system. BMJ 2005, 330:740.
2. Garg A.X., Adhikari N.K., McDonald H., Rosas-Arellano M.P., Devereaux P.J., Beyene J., Sam J., Haynes R.B. Effects of computerized clinical decision support systems on practitioner performance and patient outcomes: a systematic review. JAMA 2005, 293:1223-1238.
3. Kawamoto K., Houlihan C.A., Balas E.A., Lobach D.F. Improving clinical practice using clinical decision support systems: a systematic review of trials to identify features critical to success. BMJ 2005, 330:765.
4. Chen C., Chen K., Hsu C.Y., Chiu W.T., Li Y.C. A guideline-based decision support for pharmacological treatment can improve the quality of hyperlipidemia management. Comput. Methods Programs Biomed. 2010, 97:280-285.
5. Turner C.W., Lincoln M.J., Haug P., Williamson J.W., Jessen S., Cundick K., Warner H. Iliad training effects: a cognitive model and empirical findings. Proc. Annu. Symp. Comput. Appl. Med. Care 1991, 68-72.
6. Barnett G.O., Cimino J.J., Hupp J.A., Hoffer E.P. DXplain. An evolving diagnostic decision-support system. JAMA 1987, 258:67-74.
7. Barnett G.O., Famiglietti K.T., Kim R.J., Hoffer E.P., Feldman M.J. DXplain on the Internet. Proc. AMIA Symp. 1998, 607-611.
8. Berner E.S., Lande T.J. Overview of clinical decision support systems. Clinical Decision Support Systems 2007, 3-22. Springer, New York. E.S. Berner (Ed.).
9. Yan H., Jiang Y., Zheng J., Fu B., Xiao S., Peng C. The internet-based knowledge acquisition and management method to construct large-scale distributed medical expert systems. Comput. Methods Programs Biomed. 2004, 74:1-10.
10. Chang Y.J., Li Y.C., Shiue H.S., Liu H.N. A web-based dermatopathological diagnostic decision support system for non-infectious generalized blistering diseases. The 59th Annual Meeting of the American Academy of Dermatology, American Academy of Dermatology 2001.
11. Eisenstein E.L., Alemi F. An evaluation of factors influencing Bayesian learning systems. Proc. Annu. Symp. Comput. Appl. Med. Care 1993, 485-491.
12. Chang P.L., Li Y.C., Wu C.J., Huang M.H., Haug P.J. Clinical evaluation of a renal mass diagnostic expert system. Comput. Biol. Med. 1994, 24:315-322.
13. Chang P.L., Li Y.C., Wu C.J., Huang M.H. Using ILIAD system shell to create an expert system for differential diagnosis of renal masses. J. Med. Syst. 1993, 17:289-297.
14. Chang P.L., Li Y.C., Huang S.T., Wang T.M., Hsieh M.L. Effects of a medical expert system on differential diagnosis of renal masses: a prospective study. Comput. Med. Imaging Graph. 1996, 20:43-48.
15. Ben-Bassat M., Carlson R.W., Puri V.K., Davenport M.D., Schriver J.A., Latif M., Smith R., Portigal L.D., Lipnick E.H., Weil M.H. Pattern-based interactive diagnosis of multiple disorders: the MEDAS system. IEEE Transactions on Pattern Analysis and Machine Intelligence 1980, 148-160.
16. Ben-Bassat M. Multimembership and multiperspective classification: introduction, applications, and a Bayesian model. IEEE Trans. Syst. Man Cyber. 1980, 16:331-336.
17. Sittig D.F., Wright A., Osheroff J.A., Middleton B., Teich J.M., Ash J.S., Campbell E., Bates D.W. Grand challenges in clinical decision support. J. Biomed. Inform. 2008, 41:387-392.
18. Sim I., Gorman P., Greenes R.A., Haynes R.B., Kaplan B., Lehmann H., Tang P.C. Clinical decision support systems for the practice of evidence-based medicine. J. Am. Med. Inform. Assoc. 2001, 8:527-534.
19. Lin B.C., Yang A.H., Tsai J.J., Wang S.R., Huang D.F. Renal amyloidosis in a rheumatoid arthritis patient well controlled by disease modifying anti-rheumatic drugs. J. Rheumatol. ROC 1995, 12:1-8.
20. Liu J.Y., Wang H.C., Chen C.C., Shen J.L. Systemic lupus erythematosus associated with calcinosis cutis. Dermatol. Sin. 1999, 17:153-159.
21. Kuo H.W., Lin C.H., Ho J.C., Huang S.C. Generalized hair follicle hamartoma associated with systemic lupus erythematosus. Dermatol. Sin. 1999, 17:184-190.
22. Wei L.T., Wang C.M., Chan H.L. Systemic lupus erythematosus presenting with unilateral periorbital edema, erythema and discoid lupus erythematosus lesions. Dermatol. Sin. 1999, 17:376-380.
23. Liu N.S., Lai N.S. Distal renal tubular acidosis as initial clinical manifestation in a patient with systemic lupus erythematosus associated with Sjogren's Syndrome - a case report. J. Rheumatol. ROC 1997, 14:1-8.
24. Ho J., R., Sun Y.W., Chen T.L. Systemic lupus erythematosus associated with psychosis and seizure - report of one case. J. Rheumatol. ROC 1997, 14:53-62.
25. Huang C.Y., Chen T.C. Coexistent bullous pemphigoid and systemic lupus erythematosus: the diagnostic dilemma. Dermatol. Sin. 1997, 15:81-86.
26. Wang C.C., Wang W.J. Pemphigus vulgaris associated with systemic lupus erythematosus - report of a case. Dermatol. Sin. 1997, 15:173-176.
27. Wang P.J., Hsiao P.F., Su H.Y., Chen S.C. Vesicle formation in dermatomyositis associated with gastric cancer: a case report. The 25th Annual Meeting of The Chinese Dermatological Society, Taipei, The Chinese Dermatological Society 1999.
28. Haimowitz J.E., McCauliffe D.P., Seykora J., Werth V.P. Annular erythema of Sjogren's syndrome in a white woman. J. Am. Acad. Dermatol. 2000, 42:1069-1073.