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International Journal of Audiology Volume 60, 2021 - Issue 1
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Original Articles

Sensitivity and specificity of automatic audiological classification using expert-labelled audiological data and Common Audiological Functional Parameters

Mareike Buhla Medizinische Physik, Universität Oldenburg, Oldenburg, Germany;b Cluster of Excellence Hearing4all, Oldenburg, GermanyCorrespondence[email protected]
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,
Anna Warzyboka Medizinische Physik, Universität Oldenburg, Oldenburg, Germany;b Cluster of Excellence Hearing4all, Oldenburg, GermanyView further author information
,
Marc René Schädlera Medizinische Physik, Universität Oldenburg, Oldenburg, Germany;b Cluster of Excellence Hearing4all, Oldenburg, GermanyView further author information
&
Birger Kollmeiera Medizinische Physik, Universität Oldenburg, Oldenburg, Germany;b Cluster of Excellence Hearing4all, Oldenburg, Germany;c HörTech gGmbH, Oldenburg, Germany;d Hearing, Speech and Audio Technology, Fraunhofer IDMT, Oldenburg, GermanyView further author information
Pages 16-26 | Received 19 Mar 2020, Accepted 23 Aug 2020, Published online: 18 Sep 2020

References

  • Buhl, M., A. Warzybok, M. R. Schädler, T. Lenarz, O. Majdani, and B. Kollmeier. 2019. “Common Audiological Functional Parameters (CAFPAs): Statistical and Compact Representation of Rehabilitative Audiological Classification Based on Expert Knowledge.” International Journal of Audiology 58 (4): 231–245. doi:10.1080/14992027.2018.1554912.
  • Buhl, M., A. Warzybok, M. R. Schädler, O. Majdani, and B. Kollmeier. 2020. “Common Audiological Functional Parameters (CAFPAs) for Single Patient Cases: Deriving Statistical Models from an Expert-Labelled Data Set.” International Journal of Audiology 59 (7): 534–547. doi:10.1080/14992027.2020.1728401.
  • Efron, B., and G. Gong. 1983. “A Leisurely Look at the Bootstrap, the Jackknife, and Cross-Validation.” The American Statistician 37 (1): 36–48. doi:10.2307/2685844.
  • Ertel, W. 2013. Grundkurs Künstliche Intelligenz. Wiesbaden: Springer Vieweg.
  • Fawcett, T. 2006. “An Introduction to ROC Analysis.” Pattern Recognition Letters 27 (8): 861–874. doi:10.1016/j.patrec.2005.10.010.
  • Fluss, R., D. Faraggi, and B. Reiser. 2005. “Estimation of the Youden Index and Its Associated Cutoff Point.” Biometrical Journal 47 (4): 458–472. doi:10.1002/bimj.200410135.
  • Gieseler, A., M. A. Tahden, C. M. Thiel, K. C. Wagener, M. Meis, and H. Colonius. 2017. “Auditory and Non-Auditory Contributions for Unaided Speech Recognition in Noise as a Function of Hearing Aid Use.” Frontiers in Psychology 8: 219. doi:10.3389/fpsyg.2017.00219.
  • Green, D. M., and J. A. Swets. 1988. Signal Detection Theory and Psychophysics. Los Altos: Peninsula Publishing.
  • Greiner, M., D. Pfeiffer, and R. D. Smith. 2000. “Principles and Practical Application of the Receiver-Operating Characteristic Analysis for Diagnostic Tests.” Preventive Veterinary Medicine 45 (1-2): 23–41. doi:10.1016/S0167-5877(00)00115-X.
  • Hastie, T., R. Tibshirani, and J. Friedman. 2009. The Elements of Statistical Learning: Data Mining, Inference, and Prediction. New York: Springer Science & Business Media.
  • Hedderich, J., and L. Sachs. 2018. Angewandte Statistik. Berlin, Heidelberg: Springer Spektrum.
  • Hustad, K. C., A. Oakes, and K. Allison. 2015. “Variability and Diagnostic Accuracy of Speech Intelligibility Scores in Children.” Journal of Speech, Language, and Hearing Research 58 (6): 1695–1707. doi:10.1044/2015_JSLHR-S-14-0365.
  • Jerger, J. F., J. L. Shedd, and E. Harford. 1959. “On the Detection of Extremely Small Changes in Sound Intensity.” A.M.A. archives of Otolaryngology 69 (2): 200–211. doi:10.1001/archotol.1959.00730030206015.
  • Kalbe, E., J. Kessler, P. Calabrese, R. Smith, A. P. Passmore, M. A. Brand, and R. Bullock. 2004. “DemTect: A New, Sensitive Cognitive Screening Test to Support the Diagnosis of Mild Cognitive Impairment and Early Dementia.” International Journal of Geriatric Psychiatry 19 (2): 136–143. doi:10.1080/13825585.2011.652590.
  • Kim, D. O., J. Paparello, M. D. Jung, J. Smurzynski, and X. Sun. 1996. “Distortion Product Otoacoustic Emission Test of Sensorineural Hearing Loss: Performance Regarding Sensitivity, Specificity and Receiver Operating Characteristics.” Acta Oto-Laryngologica 116 (1): 3–11. doi:10.3109/00016489609137705.
  • Kollmeier, Birger, and Matthias Wesselkamp. 1997. “Development and Evaluation of a German Sentence Test for Objective and Subjective Speech Intelligibility Assessment.” The Journal of the Acoustical Society of America 102 (4): 2412–2421. doi:10.1121/1.419624.
  • Lenarz, T., and H.-G. Boenninghaus. 2012. Hals-Nasen-Ohren-Heilkunde. Berlin, Heidelberg: Springer.
  • Oetting, D., T. Brand, and S. D. Ewert. 2014. “Optimized Loudness-Function Estimation for Categorical Loudness Scaling Data.” Hearing Research 316: 16–27. doi:10.1016/j.heares.2014.07.003.
  • Oetting, D., V. Hohmann, J. E. Appell, B. Kollmeier, and S. D. Ewert. 2016. “Spectral and Binaural Loudness Summation for Hearing-Impaired Listeners.” Hearing Research 335: 179–192. doi:10.1016/j.heares.2016.03.010.
  • Reiß, M. (Ed.). 2009. Facharztwissen HNO-Heilkunde: Differenzierte Diagnostik Und Therapie. Heidelberg: Springer Science & Business Media.
  • Schmidt, K.-H., and P. Metzler. 1992. Wortschatztest. Beltz, Göttingen.
  • Winkler, J., and H. Stolzenberg. 2009. Adjustierung des Sozialen-Schicht-Index für die Anwendung im Kinder- und Jugendgesundheitssurvey (KiGGS) (No. 07/2009). Wismar: Wismarer Diskusionspapiere.
  • Youden, W. J. 1950. “Index for Rating Diagnostic Tests.” Cancer 3 (1): 32–35. doi:10.1002/1097-0142(1950)3:1<32::AID-CNCR2820030106>3.0.CO;2-3.
  • Zöllner, C., and H. Eibach. 1981. “Criteria for the Differential Diagnosis of Cochlear-Retrocochlear Disorders with Brain Stem Audiometry.” Archives of Oto-Rhino-Laryngology 230 (2): 135–147. doi:10.1007/BF00456143

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