Development of a Software Tool Using Deterministic Logic for the Optimization of Cochlear Implant Processor Programming

被引:33
作者
Govaerts, Paul J. [1 ,2 ]
Vaerenberg, Bart [1 ,3 ]
De Ceulaer, Geert [1 ]
Daemers, Kristin [1 ]
De Beukelaer, Carina [1 ]
Schauwers, Karen [1 ,2 ]
机构
[1] Univ Antwerp, Eargrp, B-2100 Antwerp, Belgium
[2] Univ Antwerp, Ctr Nederlandse Taal Spraak, B-2100 Antwerp, Belgium
[3] Univ Antwerp, Lab Biomed Phys, B-2100 Antwerp, Belgium
关键词
Artificial intelligence; Cochlear implant; Deterministic logic; Fitting; Intelligent agent; Optimization; Outcome; Programming; Psychoacoustics; SETTINGS; THRESHOLDS; USERS;
D O I
10.1097/MAO.0b013e3181dd160b
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective: An intelligent agent, Fitting to Outcomes eXpert, was developed to optimize and automate Cochlear implant (CI) programming. The current article describes the rationale, development, and features of this tool. Background: Cochlear implant fitting is a time-consuming procedure to define the value of a subset of the available electric parameters based primarily on behavioral responses. It is comfort-driven with high intraindividual and interindividual variability both with respect to the patient and to the clinician. Its validity in terms of process control can be questioned. Good clinical practice would require an outcome-driven approach. An intelligent agent may help solve the complexity of addressing more electric parameters based on a range of outcome measures. Methods: A software application was developed that consists of deterministic rules that analyze the map settings in the processor together with psychoacoustic test results (audiogram, A E phoneme discrimination, A E loudness scaling, speech audiogram) obtained with that map. The rules were based on the daily clinical practice and the expertise of the CI programmers. The data transfer to and from this agent is either manual or through seamless digital communication with the CI fitting database and the psychoacoustic test suite. It recommends and executes modifications to the map settings to improve the outcome. Results: Fitting to Outcomes eXpert is an operational intelligent agent, the principles of which are described. Its development and modes of operation are outlined, and a case example is given. Fitting to Outcomes eXpert is in use for more than a year now and seems to be capable to improve the measured outcome. Conclusion: It is argued that this novel tool allows a systematic approach focusing on outcome, reducing the fitting time, and improving the quality of fitting. It introduces principles of artificial intelligence in the process of CI fitting.
引用
收藏
页码:908 / 918
页数:11
相关论文
共 21 条
[1]   Summary of results using the nucleus CI24M implant to record the electrically evoked compound action potential [J].
Abbas, PJ ;
Brown, CJ ;
Shallop, JK ;
Firszt, JB ;
Hughes, ML ;
Hong, SH ;
Staller, SJ .
EAR AND HEARING, 1999, 20 (01) :45-59
[2]   Relationship of intraoperative electrically evoked stapedius reflex thresholds to maximum comfortable loudness levels of children with cochlear implants [J].
Allum, JHJ ;
Greisiger, R ;
Probst, R .
INTERNATIONAL JOURNAL OF AUDIOLOGY, 2002, 41 (02) :93-99
[3]  
[Anonymous], 1995, NIH Consens Statement, V13, P1
[4]   Effects of programming threshold and maplaw settings on acoustic thresholds and speech discrimination with the MED-EL COMBI 40+ cochlear implant [J].
Boyd, Paul J. .
EAR AND HEARING, 2006, 27 (06) :608-618
[5]   INTRAOPERATIVE AND POSTOPERATIVE ELECTRICALLY-EVOKED AUDITORY BRAIN-STEM RESPONSES IN NUCLEUS COCHLEAR IMPLANT USERS - IMPLICATIONS FOR THE FITTING PROCESS [J].
BROWN, CJ ;
ABBAS, PJ ;
FRYAUFBERTSCHY, H ;
KELSAY, D ;
GANTZ, BJ .
EAR AND HEARING, 1994, 15 (02) :168-176
[6]  
Cope Y., 2003, COCHLEAR IMPLANTS YO, P217
[7]  
Daemers K, 2006, Cochlear Implants Int, V7, P107, DOI 10.1179/146701006807508089
[8]   The effect of loudness imbalance between electrodes in cochlear implant users [J].
Dawson, PW ;
Skok, M ;
Clark, GM .
EAR AND HEARING, 1997, 18 (02) :156-165
[9]   Cochlear implants and brain plasticity [J].
Fallon, James B. ;
Irvine, Dexter R. F. ;
Shepherd, Robert K. .
HEARING RESEARCH, 2008, 238 (1-2) :110-117
[10]  
Govaerts P J, 2006, Cochlear Implants Int, V7, P92, DOI 10.1179/146701006807508106