{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T18:42:18Z","timestamp":1776883338776,"version":"3.51.2"},"reference-count":71,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2023,1,19]],"date-time":"2023-01-19T00:00:00Z","timestamp":1674086400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,1,19]],"date-time":"2023-01-19T00:00:00Z","timestamp":1674086400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J Speech Technol"],"published-print":{"date-parts":[[2023,7]]},"DOI":"10.1007\/s10772-023-10016-1","type":"journal-article","created":{"date-parts":[[2023,1,19]],"date-time":"2023-01-19T14:20:29Z","timestamp":1674138029000},"page":"337-353","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["An automated speech analysis system for the detection of cognitive decline in elderly"],"prefix":"10.1007","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1247-8573","authenticated-orcid":false,"given":"Christos P.","family":"Loizou","sequence":"first","affiliation":[]},{"given":"Marios","family":"Pantzaris","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,1,19]]},"reference":[{"issue":"446","key":"10016_CR1","first-page":"1","volume":"10","author":"M Alamolhoda","year":"2017","unstructured":"Alamolhoda, M., Ayatollahi, S. M. T., & Bagheri, Z. A. (2017). A comparative study of the impacts of unbalanced sample sizes on the four synthesized methods of meta-analytic structural equation modelling. BMC Research Notes, 10(446), 1\u201312.","journal-title":"BMC Research Notes"},{"issue":"Part 5","key":"10016_CR2","first-page":"623","volume":"36","author":"P Alku","year":"2011","unstructured":"Alku, P. (2011). Glottal inverse filtering analysis of human voice production\u2014a review of estimation and parameterization methods of the glottal excitation and their applications. Indian Academy of Sciences, Sadhana, 36(Part 5), 623\u2013650.","journal-title":"Indian Academy of Sciences, Sadhana"},{"key":"10016_CR3","doi-asserted-by":"crossref","unstructured":"Ambrosini, E., Caielle, M., Millis, M., Loizou, C. P., et al. (2019). Automatic speech processing to early detect functional cognitive decline in elderly population. In 41st Annual international conference of the IEEE engineering in Medicine and Biology Society (EMBC), Berlin, Germany (pp. 1\u20134).","DOI":"10.1109\/EMBC.2019.8856768"},{"issue":"7","key":"10016_CR4","doi-asserted-by":"crossref","first-page":"1131","DOI":"10.1007\/s11606-018-4377-y","volume":"33","author":"H Amjad","year":"2018","unstructured":"Amjad, H., Roth, D. L., Sheehan, O. C., Lyketsos, C. G., Wolff, J. L., & Samus, Q. M. (2018). Underdiagnosis of dementia: an observational study of patterns in diagnosis and awareness in US older adults. Journal of General Internal Medicine, 33(7), 1131\u20131138.","journal-title":"Journal of General Internal Medicine"},{"key":"10016_CR5","doi-asserted-by":"crossref","first-page":"250","DOI":"10.1016\/j.procs.2018.10.393","volume":"143","author":"A Antony","year":"2018","unstructured":"Antony, A., & Gopikakumari, R. (2018). Speaker identification based on combination of MFCC and UMRT based features. Procedia Computer Science, 143, 250\u2013257.","journal-title":"Procedia Computer Science"},{"key":"10016_CR6","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1016\/0093-934X(82)90006-2","volume":"17","author":"J Appell","year":"1982","unstructured":"Appell, J., Kertesz, A., & Fisman, M. (1982). A study of language functioning in Alzheimer patients. Brain and Language, 17, 73\u201391.","journal-title":"Brain and Language"},{"key":"10016_CR7","doi-asserted-by":"crossref","first-page":"329","DOI":"10.1212\/WNL.0b013e31829c5d0e","volume":"81","author":"S Ash","year":"2013","unstructured":"Ash, S., Evans, E., O\u2019Shea, J., Powers, J., Boller, A., Weinberg, D., et al. (2013). Differentiating primary progressive aphasias in a brief sample of connected speech. Neurology, 81, 329\u2013336.","journal-title":"Neurology"},{"issue":"2","key":"10016_CR8","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1590\/S1980-5764-2016DN1002008","volume":"10","author":"F Batini","year":"2016","unstructured":"Batini, F., Toti, G., & Bartolucci, M. (2016). Neuropsychological benefits of a narrative cognitive training program for people living with dementia: A pilot study. Dementia & Neuropsychologia, 10(2), 127\u2013133.","journal-title":"Dementia & Neuropsychologia"},{"key":"10016_CR9","unstructured":"Beltrami, D., Calza, L., Gagliardi, G., Ghidoni, E., et al. (2016). Automatic identification of mild cognitive impairment through the analysis of Italian spontaneous speech productions. In Proceedings of the 10th international conference on language Resources & Evaluation (LREC 2016), Slovenia, (pp. 2086\u20132093)."},{"issue":"11","key":"10016_CR10","doi-asserted-by":"crossref","first-page":"927","DOI":"10.7326\/0003-4819-138-11-200306030-00015","volume":"138","author":"M Boustani","year":"2003","unstructured":"Boustani, M., Peterson, B., Hanson, L., et al. (2003). Screening for dementia in primary care: A summary of the evidence for the U.S. Preventive Services Task Force. Annals of Internal Medicine, 138(11), 927\u2013937.","journal-title":"Annals of Internal Medicine"},{"key":"10016_CR11","doi-asserted-by":"crossref","unstructured":"Bozkurt, B., Doval, B., D'Alessandro, C., Dutoit, T. (2004). Improved differential phase spectrum processing for formant tracking. In Interspeech-ICSLP, 8th International conference on spoken language processing, Jeju Island, Korea.","DOI":"10.21437\/Interspeech.2004-388"},{"issue":"4","key":"10016_CR12","doi-asserted-by":"crossref","first-page":"306","DOI":"10.1097\/WAD.0b013e3181a6bebc","volume":"23","author":"A Bradford","year":"2009","unstructured":"Bradford, A., Kunik, M., Schulz, P., et al. (2009). Missed and delayed diagnosis of dementia in primary care: Prevalence and contributing factors. Alzheimer Disease and Associated Disorders, 23(4), 306\u2013313.","journal-title":"Alzheimer Disease and Associated Disorders"},{"issue":"1","key":"10016_CR13","doi-asserted-by":"crossref","first-page":"189","DOI":"10.2147\/CEOR.S22265","volume":"3","author":"D Budd","year":"2011","unstructured":"Budd, D., Burns, L. C., Guo, Z., L\u2019Italien, G., & Lapuerta, P. (2011). Impact of early intervention and disease modification in patients with predementia Alzheimer\u2019s disease: A Markov model simulation. ClinicoEconomics and Outcomes Research, 3(1), 189\u2013195.","journal-title":"ClinicoEconomics and Outcomes Research"},{"issue":"12","key":"10016_CR14","doi-asserted-by":"crossref","first-page":"7317","DOI":"10.1167\/iovs.13-12806","volume":"54","author":"CL Chen","year":"2013","unstructured":"Chen, C. L., Ishikawa, H., Ling, Y., Wollstein, G., et al. (2013). Signal normalization reduces systematic measurement differences between spectral-domain optical coherence tomography devices. Investigative Ophthalmology & Visual Science, 54(12), 7317\u20137322.","journal-title":"Investigative Ophthalmology & Visual Science"},{"issue":"suppl 1","key":"10016_CR15","doi-asserted-by":"crossref","first-page":"S2","DOI":"10.1186\/alzrt198","volume":"5","author":"H Chertkow","year":"2013","unstructured":"Chertkow, H., Feldman, H. H., Jacova, C., & Massoud, C. F. (2013). Definitions of dementia and predementia states in Alzheimer\u2019s disease and vascular cognitive impairment: Consensus from the Canadian conference on diagnosis of dementia. Alzheimer\u2019s Research & Therapy, 5(suppl ), S2.","journal-title":"Alzheimer's Research &amp; Therapy"},{"issue":"7","key":"10016_CR16","doi-asserted-by":"crossref","first-page":"1051","DOI":"10.1111\/j.1532-5415.2004.52301.x","volume":"52","author":"J Chodosh","year":"2004","unstructured":"Chodosh, J., Petitti, D. B., Elliott, M., et al. (2004). Physician recognition of cognitive impairment: Evaluating the need for improvement. Journal of the American Geriatrics Society, 52(7), 1051\u20131059.","journal-title":"Journal of the American Geriatrics Society"},{"key":"10016_CR17","unstructured":"Da Silva, E. L. F., & De Oliveira, H. M. (2012). Implementation of an automatic syllabic division algorithm from speech files in Portuguese language. In XIX Congresso Brasileiro de Autom\u00e1tica (CBA), Campina Grande, Setembro, 2012 (pp. 1\u20139)."},{"issue":"5","key":"10016_CR18","doi-asserted-by":"crossref","first-page":"1080","DOI":"10.1109\/TASL.2010.2076806","volume":"19","author":"G Degottex","year":"2011","unstructured":"Degottex, G., Roebel, A., & Rodet, X. (2011). Phase minimization for glottal model estimation. IEEE Transactions on Audio, Speech, and Language Processing, 19(5), 1080\u20131090.","journal-title":"IEEE Transactions on Audio, Speech, and Language Processing"},{"issue":"4","key":"10016_CR19","doi-asserted-by":"crossref","first-page":"387","DOI":"10.1109\/LSP.2013.2249661","volume":"20","author":"T Drugman","year":"2013","unstructured":"Drugman, T. (2013). Residual excitation skewness for automatic speech polarity detection. IEEE Signal Processing Letters, 20(4), 387\u2013390.","journal-title":"IEEE Signal Processing Letters"},{"key":"10016_CR20","doi-asserted-by":"crossref","unstructured":"Drugman, T., & Alwan, A. (2011). Joint robust voicing detection and pitch estimation based on residual harmonics. In Interspeech, 12th Annual Conference of the international speech communication association, Firenze, Italy (pp. 1\u20134).","DOI":"10.21437\/Interspeech.2011-519"},{"issue":"10","key":"10016_CR21","doi-asserted-by":"crossref","first-page":"1230","DOI":"10.1109\/LSP.2014.2332186","volume":"21","author":"T Drugman","year":"2014","unstructured":"Drugman, T., & Stylianou, Y. (2014). Maximum voiced frequency estimation: Exploiting amplitude and phase spectra. IEEE Signal Processing Letters, 21(10), 1230\u20131234.","journal-title":"IEEE Signal Process. Letters"},{"issue":"7","key":"10016_CR22","doi-asserted-by":"crossref","first-page":"535","DOI":"10.1177\/1533317511429324","volume":"26","author":"D Fels","year":"2011","unstructured":"Fels, D., & Astel, A. (2011). Storytelling as a model of conversation for people with dementia and caregivers. American Journal Alzheimer\u2019s Disease & Other Dementias, 26(7), 535\u2013541.","journal-title":"American Journal Alzheimer\u2019s Disease & Other Dementias"},{"key":"10016_CR23","doi-asserted-by":"crossref","first-page":"189","DOI":"10.1016\/0022-3956(75)90026-6","volume":"121","author":"M Folstein","year":"1975","unstructured":"Folstein, M., Folstein, S. E., & McHugh, P. R. (1975). Mini-mental state: A practical method for grading the cognitive state of patients for the clinician. Journal of Psychiatric Research, 121, 189\u2013198.","journal-title":"Journal of Psychiatric Research"},{"issue":"4","key":"10016_CR24","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1007\/s10072-005-0467-9","volume":"26","author":"KE Forbes-McKay","year":"2005","unstructured":"Forbes-McKay, K. E., & Venneri, A. (2005). Detecting subtle spontaneous language decline in early Alzheimer\u2019s disease with a picture description task. Neurological Sciences, 26(4), 243\u2013254.","journal-title":"Neurological Sciences"},{"key":"10016_CR26","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1016\/j.bspc.2014.07.001","volume":"14","author":"R Fraile","year":"2014","unstructured":"Fraile, R., & Godino-Liorente, J. I. (2014). Cepstral peak prominence: A comparative analysis. Biomedical Signal Processing and Control, 14, 42\u201354.","journal-title":"Biomedical Signal Processing and Control"},{"issue":"2","key":"10016_CR27","doi-asserted-by":"crossref","first-page":"407","DOI":"10.3233\/JAD-150520","volume":"49","author":"KC Fraser","year":"2016","unstructured":"Fraser, K. C., Meltzer, J. A., & Rudzicz, F. (2016). Linguistic features identify Alzheimer\u2019s disease in narrative speech. Journal of Alzheimer\u2019s Disease, 49(2), 407\u2013422.","journal-title":"Journal of Alzheimer's Disease"},{"issue":"2","key":"10016_CR29","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1016\/S1364-6613(02)00025-6","volume":"7","author":"H Gallagher","year":"2003","unstructured":"Gallagher, H., & Frith, C. (2003). Functional imaging of \u2019theory of mind. Trends in Cognitive Sciences, 7(2), 77\u201383.","journal-title":"Trends in Cognitive Sciences"},{"issue":"3","key":"10016_CR30","doi-asserted-by":"crossref","first-page":"367","DOI":"10.3122\/jabfm.2012.03.100181","volume":"25","author":"JE Galvin","year":"2012","unstructured":"Galvin, J. E., & Sadowsky, C. H. (2012). Practical guidelines for the recognition and diagnosis of dementia. The Journal of the American Board of Family Medicine, 25(3), 367\u2013382.","journal-title":"The Journal of the American Board of Family Medicine"},{"key":"10016_CR31","doi-asserted-by":"crossref","first-page":"1743","DOI":"10.21437\/Eurospeech.1997-494","volume":"4","author":"HJ Hansen","year":"1997","unstructured":"Hansen, H. J., Bou-Ghazale, S. E., Sarikaya, R., & Pellom, B. (1997). Getting started with SUSAS: A speech under simulated and actual stress database. Eurospeech, 4, 1743\u20131746.","journal-title":"Eurospeech"},{"key":"10016_CR32","doi-asserted-by":"crossref","first-page":"1132","DOI":"10.1044\/1092-4388(2010\/09-0030)","volume":"53","author":"K Horley","year":"2010","unstructured":"Horley, K., Reid, A., & Burnham, D. (2010). Emotional prosody perception and production in dementia of the Alzheimer\u2019s type. Journal of Speech, Language, and Hearing Research, 53, 1132\u20131146.","journal-title":"Journal of Speech, Language, and Hearing Research"},{"key":"10016_CR33","unstructured":"Praat: Doing phonetics by computer, https:\/\/www.fon.hum.uva.nl\/praat\/."},{"issue":"6","key":"10016_CR34","doi-asserted-by":"crossref","first-page":"1170","DOI":"10.1109\/TASL.2013.2245653","volume":"21","author":"J Kane","year":"2013","unstructured":"Kane, J., & Gobl, C. (2013). Wavelet maxima dispersion for breathy to tense voice discrimination. IEEE Transactions on Audio, Speech, and Language Processing, 21(6), 1170\u20131179.","journal-title":"IEEE Transactions on Audio, Speech, and Language Processing"},{"issue":"4","key":"10016_CR35","first-page":"908","volume":"35","author":"TBL Kirkwood","year":"1979","unstructured":"Kirkwood, T. B. L. (1979). Geometric means and measures of dispersion. Biometrics, 35(4), 908\u2013909.","journal-title":"Biometrics"},{"issue":"1","key":"10016_CR36","first-page":"112","volume":"1","author":"A K\u00f6nig","year":"2015","unstructured":"K\u00f6nig, A., Satt, A., Sorin, A., Hoory, R., et al. (2015). Automatic speech analysis for the assessment of patients with predementia and Alzheimer\u2019s disease. Alzheimer\u2019s & Dementia: Diagnosis, Assessment & Disease Monitoring, 1(1), 112\u2013124.","journal-title":"Alzheimer\u2019s & Dementia: Diagnosis, Assessment & Disease Monitoring"},{"issue":"2","key":"10016_CR37","doi-asserted-by":"crossref","first-page":"120","DOI":"10.2174\/1567205014666170829111942","volume":"15","author":"A Konig","year":"2018","unstructured":"Konig, A., Satt, A., Sorin, A., Hoory, R., Derreumaux, A., David, R., & Robert, P. H. (2018). Use of speech analyses within a mobile application for the assessment of cognitive impairment in elderly people. Current Alzheimer Research, 15(2), 120\u2013129.","journal-title":"Current Alzheimer Research"},{"issue":"1","key":"10016_CR38","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1212\/WNL.0000000000001096","volume":"84","author":"V Kotagal","year":"2015","unstructured":"Kotagal, V., Langa, K. M., Plassman, B. L., et al. (2015). Factors associated with cognitive evaluations in the United States. Neurology, 84(1), 64\u201371.","journal-title":"Neurology"},{"key":"10016_CR39","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1016\/j.knosys.2019.04.013","volume":"178","author":"S Lang","year":"2019","unstructured":"Lang, S., Bravo-Marquez, F., Beckham, C., Hall, M., & Frank, E. (2019). WekaDeeplearning4j: A deep learning package for Weka based on Deeplearning4j. Knowledge Based Systems, 178, 48\u201350.","journal-title":"Knowledge Based Systems"},{"issue":"10","key":"10016_CR40","first-page":"1","volume":"10","author":"M Lee","year":"2020","unstructured":"Lee, M., Lee, Y. K., Lim, M. T., & Kang, T.-K. (2020). Emotional recognition using convolutional neural network with selected statistical photoplethysmogram features. Applied Sciences, 10(10), 1\u201315.","journal-title":"Applied Sciences"},{"key":"10016_CR41","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1016\/j.specom.2021.04.001","volume":"130","author":"CP Loizou","year":"2021","unstructured":"Loizou, C. P. (2021). An automated integrated speech and face image analysis system for the identification of human emotions. Speech Communication, 130, 15\u201326.","journal-title":"Speech Communication"},{"key":"10016_CR42","doi-asserted-by":"crossref","unstructured":"Loizou, C. P., & Christodoulides, P. (2020). A brief survey of voice signal analysis techniques for cognitive decline (stress) assessment, (ICES 2020, International conference on engineering systems, Moscow, Russia). Journal of Physics: Conference Series 1687, 012007.","DOI":"10.1088\/1742-6596\/1687\/1\/012007"},{"issue":"2","key":"10016_CR43","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1016\/j.neurad.2014.05.006","volume":"42","author":"CP Loizou","year":"2015","unstructured":"Loizou, C. P., Petroudi, S., Seimenis, I., Pantzaris, M., & Pattichis, C. S. (2015). Quantitative texture analysis of brain white matter lesions derived from T2-weighted MR images in MS patients with clinically isolated syndrome. Journal of Neuroradiology, 42(2), 99\u2013114.","journal-title":"Journal of Neuroradiology"},{"issue":"1","key":"10016_CR44","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/JTEHM.2017.2728662","volume":"5","author":"CP Loizou","year":"2017","unstructured":"Loizou, C. P., Pattichis, C. S., Pantzaris, M., Kyriakou, E., & Nicolaides, A. N. (2017). Texture feature variability in ultrasound video of the atherosclerotic carotid plaque. IEEE Journal of Translational Engineering in Health and Medicine, 5(1), 1\u20139.","journal-title":"IEEE Journal of Translational Engineering in Health and Medicine"},{"key":"10016_CR45","doi-asserted-by":"crossref","first-page":"192","DOI":"10.1016\/j.mri.2020.08.022","volume":"73","author":"CP Loizou","year":"2020","unstructured":"Loizou, C. P., Pantzaris, M., & Pattichis, C. S. (2020). Normal appearing brain white matter changes in relapsing multiple sclerosis: Texture image and classification analysis in serial MRI scans. Magnetic Resonance Imaging, 73, 192\u2013202.","journal-title":"Magnetic Resonance Imaging"},{"issue":"5","key":"10016_CR46","first-page":"1","volume":"22","author":"APMG Mac-Kay","year":"2020","unstructured":"Mac-Kay, A. P. M. G., Barrera, M., C\u00f3rdova, C., Olivares, R., & V\u00e1squez, D. (2020). Autobiographical narratives in the elderly with neurocognitive disorder: An integrative literature review. Revista CEFAC, 22(5), 1\u20138.","journal-title":"Revista CEFAC"},{"issue":"6","key":"10016_CR47","doi-asserted-by":"crossref","first-page":"325","DOI":"10.1016\/j.nrl.2012.07.012","volume":"28","author":"F Mart\u00ednez-S\u00e1nchez","year":"2013","unstructured":"Mart\u00ednez-S\u00e1nchez, F., Meil\u00e1n, J. J., Garc\u00eda-Sevilla, J., Carro, J., & Arana, J. M. (2013). Oral reading fluency analysis in patients with Alzheimer disease and asymptomatic control subjects. Neurolog\u00eda, 28(6), 325\u2013331.","journal-title":"Neurolog\u00eda"},{"issue":"24","key":"10016_CR48","doi-asserted-by":"crossref","first-page":"418","DOI":"10.1080\/13825585.2016.1220487","volume":"4","author":"F Mart\u00ednez-S\u00e1nchez","year":"2017","unstructured":"Mart\u00ednez-S\u00e1nchez, F., Meil\u00e1n, J. J. G., Vera-Ferrandiz, J. A., Carro, J., Pujante-Valverde, I. M., Ivanova, O., & Carcavilla, N. (2017). Speech rhythm alterations in Spanish-speaking individuals with Alzheimer\u2019s disease. Neuropsychology, Development, and Cognition. Section B, Aging, Neuropsychology and Cognition, 4(24), 418\u2013434.","journal-title":"Neuropsychology, Development, and Cognition. Section b, Aging, Neuropsychology and Cognition"},{"issue":"1","key":"10016_CR49","first-page":"36","volume":"95","author":"S McPherson","year":"2012","unstructured":"McPherson, S., & Schoephoester, G. (2012). Screening for dementia in a primary care practice. Minnesota Medicine, 95(1), 36\u201340.","journal-title":"Minnesota Medicine"},{"issue":"2","key":"10016_CR50","doi-asserted-by":"crossref","first-page":"487","DOI":"10.5209\/rev_SJOP.2012.v15.n2.38859","volume":"15","author":"JJG Meil\u00e1n","year":"2012","unstructured":"Meil\u00e1n, J. J. G., Mart\u00ednez-S\u00e1nchez, F., Carro, J., S\u00e1nchez, J., & P\u00e9rez, E. (2012). Acoustic markers associated with impairment in language processing in Alzheimer\u2019s disease. The Spanish Journal of Psychology, 15(2), 487\u2013494.","journal-title":"The Spanish Journal of Psychology"},{"issue":"5\u20136","key":"10016_CR51","doi-asserted-by":"crossref","first-page":"327","DOI":"10.1159\/000356726","volume":"37","author":"JJG Meil\u00e1n","year":"2014","unstructured":"Meil\u00e1n, J. J. G., Mart\u00ednez-S\u00e1nchez, F., Carro, J., L\u00f3pez, D. E., Millian-Morell, L., & Arana, J. M. (2014). Speech in Alzheimer\u2019s disease: Can temporal and acoustic parameters discriminate dementia? Dementia and Geriatric Cognitive Disorders, 37(5\u20136), 327\u2013334.","journal-title":"Dementia and Geriatric Cognitive Disorders"},{"key":"10016_CR52","doi-asserted-by":"crossref","first-page":"111","DOI":"10.2174\/1567205014666170829112439","volume":"15","author":"JJG Meil\u00e1n","year":"2018","unstructured":"Meil\u00e1n, J. J. G., Mart\u00ednez-S\u00e1nchez, F., Carro, J., Carcavilla, N., & Ivanova, O. (2018). Voice markers of lexical access in mild cognitivei and Alzheimer\u2019s disease. Current Alzheimer Research, 15, 111\u2013119.","journal-title":"Current Alzheimer Research"},{"issue":"2","key":"10016_CR53","first-page":"11","volume":"15","author":"JJG Meilan","year":"2018","unstructured":"Meilan, J. J. G., Martinez-Sanchez, F., Carro, J., Carcavilla, N., & Ivanova, O. (2018). Voice markers of lexical access in mild cognitive impairment and Alzheimer\u2019s disease. Current Alzheimer Research, 15(2), 11\u2013119.","journal-title":"Current Alzheimer Research"},{"issue":"4","key":"10016_CR54","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1016\/S0001-2998(78)80014-2","volume":"8","author":"CE Metz","year":"1978","unstructured":"Metz, C. E. (1978). Basic principles of ROC analysis. Seminars in Nuclear Medicine, 8(4), 283\u2013298.","journal-title":"Seminars in Nuclear Medicine"},{"key":"10016_CR55","first-page":"12","volume":"2014","author":"N Mishra","year":"2014","unstructured":"Mishra, N., Lin, C.-C., & Chang, H.-T. (2014). Cognitive inference device for activity supervision in the elderly. The Scientific World Journal, 2014, 12.","journal-title":"The Scientific World Journal"},{"key":"10016_CR56","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1155\/2014\/290147","volume":"290147","author":"PK Mongia","year":"2014","unstructured":"Mongia, P. K., & Sharma, R. K. (2014). Estimation and statistical analysis of human voice parameters to investigate the influence of psychological stress and to determine the vocal tract transfer function of an individual. Journal of Computer Networks and Communications, 290147, 1\u201317.","journal-title":"Journal of Computer Networks and Communications"},{"issue":"7","key":"10016_CR57","first-page":"812","volume":"13","author":"KD Mueller","year":"2017","unstructured":"Mueller, K. D., Koscik, R. L., Turkstra, L. S., Fiscus, K. M., et al. (2017). Signs of early cognitive decline within connected speech: Evidence from the Wisconsin registry for Alzheimer\u00b4s prevention (WRAP). Alzheimer\u2019s & Dementia, 13(7), 812\u2013814.","journal-title":"Alzheimer's &amp; Dementia"},{"key":"10016_CR58","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1109\/TASL.2006.876878","volume":"15","author":"PA Naylor","year":"2007","unstructured":"Naylor, P. A., Kounoudes, A., Gudnason, J., & Brookes, M. (2007). Estimation of glottal closure instants in voiced speech using the DYPSA algorithm. IEEE Transactions on Audio, Speech and Language Processing, 15, 34\u201343.","journal-title":"IEEE Transactions on Audio, Speech and Language Processing"},{"issue":"34","key":"10016_CR59","first-page":"1","volume":"18","author":"SO Orimaye","year":"2017","unstructured":"Orimaye, S. O., Wong, J.S.-M., Golden, K. J., Wong, C. P., & Soyiri, I. N. (2017). Predicting probable Alzheimer\u2019s disease using linguistic deficits and biomarkers. BMC Bioinformatics, 18(34), 1\u201313.","journal-title":"BMC Bioinformatics"},{"issue":"21","key":"10016_CR60","first-page":"1","volume":"9","author":"S Patel","year":"2012","unstructured":"Patel, S., Park, H., Bonato, P., Chan, L., & Rodgers, M. (2012). A review of wearable sensors and systems with application in rehabilitation. Journal of NeuroEngineering & Rehabilitation, 9(21), 1\u201317.","journal-title":"J. Neuroengineering &amp; Rehabilitation"},{"key":"10016_CR61","first-page":"1","volume":"150","author":"MLB Pulido","year":"2020","unstructured":"Pulido, M. L. B., Hernandez, J. B. A., Ballester, M. A. F., Gonzalez, C. M. T., Mekyska, J., & Smekal, Z. (2020). Alzheimer\u2019s disease and automatic speech analysis: A review. Expert Systems with Applications, 150, 1\u201320.","journal-title":"Expert Systems with Applications"},{"key":"10016_CR62","doi-asserted-by":"crossref","first-page":"90","DOI":"10.1016\/j.parkreldis.2016.05.018","volume":"29","author":"I Rektorova","year":"2016","unstructured":"Rektorova, I., Mekyska, J., Janousova, E., Kostalova, M., et al. (2016). Speech prosody impairment predicts cognitive decline in Parkinson\u2019s disease. Parkinsonism & Related Disorders, 29, 90\u201395.","journal-title":"Parkinsonism & Related Disorders"},{"issue":"7","key":"10016_CR63","doi-asserted-by":"crossref","first-page":"2081","DOI":"10.1109\/TASL.2011.2112351","volume":"19","author":"B Roark","year":"2011","unstructured":"Roark, B., Mitchell, M., Hosom, J. P., Hollingshead, K., & Kaye, J. (2011). Spoken language derived measures for detecting mild cognitive impairment. IEEE Transactions on Audio, Speech, and Language Processing, 19(7), 2081\u20132090.","journal-title":"IEEE Transactions on Audio, Speech, and Language Processing"},{"issue":"21","key":"10016_CR64","first-page":"1","volume":"6","author":"NC Santos","year":"2014","unstructured":"Santos, N. C., Costa, P. S., Cunha, P., Portugal-Nunes, C., Amorim, L., Cotter, J., Cerqueira, J. J., Palha, J. A., & Sousa, N. (2014). Clinical, physical and lifestyle variables and relationship with cognition and mood in aging: A cross-sectional analysis of distinct educational groups. Frontiers in Aging Neuroscience, 6(21), 1\u201315.","journal-title":"Frontiers in Aging Neuroscience"},{"issue":"5","key":"10016_CR65","doi-asserted-by":"crossref","first-page":"1589","DOI":"10.1109\/JBHI.2017.2767063","volume":"22","author":"B Shickel","year":"2018","unstructured":"Shickel, B., Tighe, P. J., Bihorac, A., & Rashidi, P. (2018). Deep EHR: A survey of recent advances in deep learning techniques for electronic health record (EHR) analysis. IEEE Journal of Biomedical and Health Informatics, 22(5), 1589\u20131604.","journal-title":"IEEE Journal of Biomedical and Health Informatics"},{"issue":"1","key":"10016_CR66","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1016\/S0034-4257(97)00083-7","volume":"62","author":"SV Stehman","year":"1997","unstructured":"Stehman, S. V. (1997). Selecting and interpreting measures of thematic classification accuracy. Remote Sensing of Environment, 62(1), 77\u201389.","journal-title":"Remote Sensing of Environment"},{"issue":"195","key":"10016_CR67","first-page":"1","volume":"7","author":"G Szatloczki","year":"2015","unstructured":"Szatloczki, G. (2015). Speaking in Alzheimer\u2019s disease, is that an early sign? Importance of changes in language abilities in Alzheimer\u2019s disease. Frontiers in Aging Neuroscience, 7(195), 1\u20137.","journal-title":"Frontiers in Aging Neuroscience"},{"key":"10016_CR68","doi-asserted-by":"crossref","first-page":"271","DOI":"10.1016\/j.procs.2016.09.155","volume":"100","author":"JP Teixeira","year":"2016","unstructured":"Teixeira, J. P., & Gon\u00e7alves, A. (2016). Algorithm for jitter and shimmer measurement in pathologic voices. Procedia Computer Science, 100, 271\u2013279.","journal-title":"Procedia Computer Science"},{"key":"10016_CR70","unstructured":"University of Waikato. (2016). Weka 3.8 Workbench-Waikato Environment for knowledge analysis. Retrieved from http:\/\/www.cs.waikato.ac.nz\/ml\/index.html."},{"key":"10016_CR71","unstructured":"Vapnik, V., Golowich, S. E., & Smola, A. J. (1997). Support vector method for function approximation, regression estimation and signal processing. In Advances in neural information processing systems.\u00a0(Vol. 9, pp. 281\u2013287). Morgan Kaufmann."},{"issue":"8","key":"10016_CR72","doi-asserted-by":"crossref","first-page":"1223","DOI":"10.4088\/JCP.v69n0804","volume":"69","author":"MF Weiner","year":"2008","unstructured":"Weiner, M. F., Neubecker, K. E., Bret, M. E., & Hynan, L. S. (2008). Language in Alzheimer\u2019s disease. Journal of Clinical Psychiatry, 69(8), 1223\u20131227.","journal-title":"J. Clinical Psychiatry"},{"issue":"6","key":"10016_CR73","doi-asserted-by":"crossref","first-page":"80","DOI":"10.2307\/3001968","volume":"1","author":"F Wilcoxon","year":"1945","unstructured":"Wilcoxon, F. (1945). Individual comparisons by ranking methods. Biometrics Bulletin, 1(6), 80\u201383.","journal-title":"Biometrics Bulletin"},{"key":"10016_CR74","unstructured":"World Health Organization. (2020). World health statistics 2020: Monitoring health for the SDGs, sustainable development goals. World Health Organization. License: CC BY-NC-SA 3.0 IGO."}],"container-title":["International Journal of Speech Technology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10772-023-10016-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10772-023-10016-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10772-023-10016-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,7,31]],"date-time":"2023-07-31T11:14:36Z","timestamp":1690802076000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10772-023-10016-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,1,19]]},"references-count":71,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2023,7]]}},"alternative-id":["10016"],"URL":"https:\/\/doi.org\/10.1007\/s10772-023-10016-1","relation":{},"ISSN":["1381-2416","1572-8110"],"issn-type":[{"value":"1381-2416","type":"print"},{"value":"1572-8110","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,1,19]]},"assertion":[{"value":"12 October 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 January 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 January 2023","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no conflict of interest, financial or otherwise.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent to participate"}},{"value":"Not applicable.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}},{"value":"Not applicable.","order":5,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}},{"value":"No animals\/humans were used for studies that are base of this research.","order":6,"name":"Ethics","group":{"name":"EthicsHeading","label":"Research involving human and animal rights"}}]}}