Comparison between diagnoses of human experts and a neurotologic expert system

被引:17
作者
Kentala, E
Auramo, Y
Juhola, M
Pyykkö, I
机构
[1] Univ Helsinki Hosp, Dept Otolaryngol, FIN-00290 Helsinki, Finland
[2] Tampere Univ, Dept Comp Sci, FIN-33101 Tampere, Finland
[3] Univ Kuopio, Dept Comp Sci & Appl Math, FIN-70211 Kuopio, Finland
关键词
medical expert system; neurotology; validation of expert system;
D O I
10.1177/000348949810700209
中图分类号
R76 [耳鼻咽喉科学];
学科分类号
100213 ;
摘要
The decision-making ability of a recently developed neurotologic expert system was compared with the diagnoses of six physicians. Five of the physicians were residents and one was a specialist in the field of otolaryngology. The test patients were randomly selected from vertiginous patients referred to an otolaryngology clinic. The expert system and the physicians first had identical information on patient history, symptoms, and tests. During the second phase of the study the physicians were allowed to use the full medical records. The correct diagnoses were certified by an experienced specialist in neurotology. The expert system did better in decision-making when both the expert system and the physicians had identical information on patients. However, when the physicians were allowed to use patient's complete medical records, they surpassed the expert system. The expert system diagnosed 65% of the cases, while the physicians first diagnosed 54% of the cases, and then with complete information, 69% of the cases. From the patients' medical records, the physicians obtained information on the time perspective of the symptoms and the progression of the disease. These aspects will be used to further improve the expert system.
引用
收藏
页码:135 / 140
页数:6
相关论文
共 20 条
[1]   COMPARISON OF INFERENCE RESULTS OF 2 OTONEUROLOGICAL EXPERT-SYSTEMS [J].
AURAMO, Y ;
JUHOLA, M .
INTERNATIONAL JOURNAL OF BIO-MEDICAL COMPUTING, 1995, 39 (03) :327-335
[2]   AN EXPERT-SYSTEM FOR THE COMPUTER-AIDED DIAGNOSIS OF DIZZINESS AND VERTIGO [J].
AURAMO, Y ;
JUHOLA, M ;
PYYKKO, I .
MEDICAL INFORMATICS, 1993, 18 (04) :293-305
[3]   Modifying an expert system construction to pattern recognition solution [J].
Auramo, Y ;
Juhola, M .
ARTIFICIAL INTELLIGENCE IN MEDICINE, 1996, 8 (01) :15-21
[4]  
AURAMO Y, 1992, P FINN ART INT C ESP, P80
[5]   APPROACH TO THE EVALUATION OF THE DIZZY PATIENT [J].
BALOH, RW .
OTOLARYNGOLOGY-HEAD AND NECK SURGERY, 1995, 112 (01) :3-7
[6]   HUMAN VERSUS MACHINE - A COMPARISON OF A COMPUTER EXPERT SYSTEM WITH HUMAN EXPERTS IN THE DIAGNOSIS OF VAGINAL DISCHARGE [J].
CHARD, T .
INTERNATIONAL JOURNAL OF BIO-MEDICAL COMPUTING, 1987, 20 (1-2) :71-78
[7]   COMPARATIVE-STUDY OF HUMAN EXPERTISE AND AN EXPERT-SYSTEM - APPLICATION TO THE DIAGNOSIS OF CHILDS MENINGITIS [J].
FRANCOIS, P ;
ROBERT, C ;
ASTRUC, J ;
BEGUE, P ;
BORDERON, JC ;
FLORET, D ;
LAGARDERE, B ;
MALLET, E ;
PAUTARD, JC ;
DEMONGEOT, J .
COMPUTERS AND BIOMEDICAL RESEARCH, 1993, 26 (04) :383-392
[8]   CARRUSEL - AN EXPERT SYSTEM FOR VESTIBULAR DIAGNOSIS [J].
GAVILAN, C ;
GALLEGO, J ;
GAVILAN, J .
ACTA OTO-LARYNGOLOGICA, 1990, 110 (3-4) :161-167
[9]  
Goldfarb D, 1994, Ear Nose Throat J, V73, P824
[10]   DATABASE FOR VERTIGO [J].
KENTALA, E ;
PYYKKO, I ;
AURAMO, Y ;
JUHOLA, M .
OTOLARYNGOLOGY-HEAD AND NECK SURGERY, 1995, 112 (03) :383-390