A new concept toward computer-aided medical diagnosis - A prototype implementation addressing pulmonary diseases

被引:18
作者
Economou, GPK [1 ]
Lymberopoulos, D [1 ]
Karavatselou, E [1 ]
Chassomeris, C [1 ]
机构
[1] Univ Patras, Dept Elect Engn, Wire Commun Lab, GR-26110 Patras, Greece
来源
IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE | 2001年 / 5卷 / 01期
关键词
artificial neural networks; clinical differential diagnosis methodology; computer-aided medical diagnosis; decision support systems; medical information systems;
D O I
10.1109/4233.908395
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The original concept that led to the structuring of a computer-based medical decision support system (DSS) that is able to support a physician's diagnosis is introduced in this paper. The concept's implementation modeled a generic DSS, the core of which are an integrated knowledge/information base (KIB) along with the inference properties of a data evaluator. The KIB encapsulates the necessary medical knowledge and experience in the form of rules and constraints, preemptive tasks, and actual patients' clinical data. The data evaluator handles approved medical subjective and objective criteria for assessing the KIB's data. The data evaluator incorporates a medical standard data gathering and decision process, structured upon the principles of the clinical differential diagnosis methodology and has been integrated in the system by means of both algorithmic and artificial intelligence techniques, The novel model and the resulted computer-based package have been extensively tested under the Pulmonary Department, University Regional Hospital Patras, Patras, Greece.
引用
收藏
页码:55 / 66
页数:12
相关论文
共 30 条
[1]  
*ACR NEMA, 1988, 20 ACRNEMA
[2]  
ADLASSING KP, 1986, IEEE T SMC, V2, P260
[3]  
BACHNAN BG, 1984, RALE BASED EXPERT SY
[4]  
BOUNDS DG, 1988, P IEEE INT C NEUR NE, P481
[5]   A WEIGHTED FUZZY-REASONING ALGORITHM FOR MEDICAL DIAGNOSIS [J].
CHEN, SM .
DECISION SUPPORT SYSTEMS, 1994, 11 (01) :37-43
[6]  
Cooper GF, 1989, APPL STOCH MODEL BUS, V5, P39, DOI DOI 10.1002/ASM.3150050106
[7]   IDENTIFICATION OF VARIEGATED COLORING IN SKIN TUMORS - NEURAL-NETWORK VS RULE-BASED INDUCTION METHODS [J].
DURG, A ;
STOECKER, WV ;
COOKSON, JP ;
UMBAUGH, SE ;
MOSS, RH .
IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 1993, 12 (03) :71-&
[8]   A novel medical decision support system [J].
Economou, GPK ;
Goumas, PD ;
Spiropoulos, K .
COMPUTING & CONTROL ENGINEERING JOURNAL, 1996, 7 (04) :177-183
[9]   EXPERIENCES ACCUMULATED WORKING TOWARDS MEDICAL DECISION-SUPPORT SYSTEMS [J].
ECONOMOU, GPK ;
ECONOMOPOULOS, NM ;
LYMBERPOULOS, D ;
GOUTIS, CE .
MICROPROCESSING AND MICROPROGRAMMING, 1994, 40 (10-12) :883-886
[10]  
ECONOMOU GPK, P IEEE NSSP 94 ERM G, P482