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For: Suppa A, Costantini G, Asci F, Di Leo P, Al-Wardat MS, Di Lazzaro G, Scalise S, Pisani A, Saggio G. Voice in Parkinson's Disease: A Machine Learning Study. Front Neurol 2022;13:831428. [PMID: 35242101 PMCID: PMC8886162 DOI: 10.3389/fneur.2022.831428] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 01/10/2022] [Indexed: 12/13/2022]  Open
Number Cited by Other Article(s)
1
Onder H, Oksuz M, Comoglu S. Investigation of the voice handicaps in Parkinson's disease and determination of the clinical correlates. J Neural Transm (Vienna) 2025;132:859-866. [PMID: 40128404 DOI: 10.1007/s00702-025-02910-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2025] [Accepted: 03/05/2025] [Indexed: 03/26/2025]
2
Lim WS, Fan SP, Chiu SI, Wu MC, Wang PH, Lin KP, Chen YM, Peng PL, Jang JSR, Lin CH. Smartphone-derived multidomain features including voice, finger-tapping movement and gait aid early identification of Parkinson's disease. NPJ Parkinsons Dis 2025;11:111. [PMID: 40325040 PMCID: PMC12052972 DOI: 10.1038/s41531-025-00953-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2024] [Accepted: 04/08/2025] [Indexed: 05/07/2025]  Open
3
Mondol SIMMR, Kim R, Lee S. Advanced optimization strategies for combining acoustic features and speech recognition error rates in multi-stage classification of Parkinson's disease severity. Biomed Eng Lett 2025;15:497-511. [PMID: 40271398 PMCID: PMC12011695 DOI: 10.1007/s13534-025-00465-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2024] [Revised: 01/15/2025] [Accepted: 02/06/2025] [Indexed: 04/25/2025]  Open
4
Higgins CM, Vishwanath SH, McCarthy FM, Gordon ML, Peter B, Miller JE. Normative aging results in degradation of gene networks in a zebra finch basal ganglia nucleus dedicated to vocal behavior. Neurobiol Aging 2025;149:19-33. [PMID: 39983325 PMCID: PMC11987704 DOI: 10.1016/j.neurobiolaging.2025.02.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Revised: 02/10/2025] [Accepted: 02/10/2025] [Indexed: 02/23/2025]
5
Xu H, Xie W, Pang M, Li Y, Jin L, Huang F, Shao X. Non-invasive detection of Parkinson's disease based on speech analysis and interpretable machine learning. Front Aging Neurosci 2025;17:1586273. [PMID: 40370753 PMCID: PMC12075230 DOI: 10.3389/fnagi.2025.1586273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2025] [Accepted: 04/21/2025] [Indexed: 05/16/2025]  Open
6
Dudek M, Hemmerling D, Kaczmarska M, Stepien J, Daniol M, Wodzinski M, Wojcik-Pedziwiatr M. Analysis of Voice, Speech, and Language Biomarkers of Parkinson's Disease Collected in a Mixed Reality Setting. SENSORS (BASEL, SWITZERLAND) 2025;25:2405. [PMID: 40285095 PMCID: PMC12031132 DOI: 10.3390/s25082405] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/11/2025] [Revised: 04/04/2025] [Accepted: 04/06/2025] [Indexed: 04/29/2025]
7
Naeem I, Ditta A, Mazhar T, Anwar M, Saeed MM, Hamam H. Voice biomarkers as prognostic indicators for Parkinson's disease using machine learning techniques. Sci Rep 2025;15:12129. [PMID: 40204799 PMCID: PMC11982320 DOI: 10.1038/s41598-025-96950-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2024] [Accepted: 04/01/2025] [Indexed: 04/11/2025]  Open
8
Rahimifar P, Soltani M, Rafie S, Hesam S, Yazdi MJS, Moradi N. Comparison of Voice Quality in Persian Parkinson Patients With Healthy Counterparts Using Cepstral Peak Prominence and Cepstral Peak Prominence-Smooth and Their Relationship With Disease Severity (UPDRS-III) and Disease Duration. J Voice 2025:S0892-1997(25)00086-4. [PMID: 40102162 DOI: 10.1016/j.jvoice.2025.02.042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2024] [Revised: 02/23/2025] [Accepted: 02/24/2025] [Indexed: 03/20/2025]
9
Myrou A, Barmpagiannos K, Ioakimidou A, Savopoulos C. Molecular Biomarkers in Neurological Diseases: Advances in Diagnosis and Prognosis. Int J Mol Sci 2025;26:2231. [PMID: 40076852 PMCID: PMC11900390 DOI: 10.3390/ijms26052231] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2025] [Revised: 02/23/2025] [Accepted: 02/27/2025] [Indexed: 03/14/2025]  Open
10
Abola P, Wolden M. Intra-individual Variations in Voice Variables Among Individuals With and Without Parkinson's Disease. Cureus 2025;17:e81398. [PMID: 40296957 PMCID: PMC12035574 DOI: 10.7759/cureus.81398] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/28/2025] [Indexed: 04/30/2025]  Open
11
Anibal J, Huth H, Li M, Hazen L, Daoud V, Ebedes D, Lam YM, Nguyen H, Hong PV, Kleinman M, Ost S, Jackson C, Sprabery L, Elangovan C, Krishnaiah B, Akst L, Lina I, Elyazar I, Ekawati L, Jansen S, Nduwayezu R, Garcia C, Plum J, Brenner J, Song M, Ricotta E, Clifton D, Thwaites CL, Bensoussan Y, Wood B. Voice EHR: introducing multimodal audio data for health. Front Digit Health 2025;6:1448351. [PMID: 39936096 PMCID: PMC11812063 DOI: 10.3389/fdgth.2024.1448351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2024] [Accepted: 12/26/2024] [Indexed: 02/13/2025]  Open
12
De Silva U, Madanian S, Olsen S, Templeton JM, Poellabauer C, Schneider SL, Narayanan A, Rubaiat R. Clinical Decision Support Using Speech Signal Analysis: Systematic Scoping Review of Neurological Disorders. J Med Internet Res 2025;27:e63004. [PMID: 39804693 PMCID: PMC11773292 DOI: 10.2196/63004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2024] [Revised: 10/30/2024] [Accepted: 11/16/2024] [Indexed: 01/30/2025]  Open
13
Madusanka N, Lee BI. Vocal Biomarkers for Parkinson's Disease Classification Using Audio Spectrogram Transformers. J Voice 2024:S0892-1997(24)00388-6. [PMID: 39665946 DOI: 10.1016/j.jvoice.2024.11.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2024] [Revised: 11/02/2024] [Accepted: 11/05/2024] [Indexed: 12/13/2024]
14
Carreiro-Martins P, Paixão P, Caires I, Matias P, Gamboa H, Soares F, Gomez P, Sousa J, Neuparth N. Acoustic and Clinical Data Analysis of Vocal Recordings: Pandemic Insights and Lessons. Diagnostics (Basel) 2024;14:2273. [PMID: 39451596 PMCID: PMC11507201 DOI: 10.3390/diagnostics14202273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2024] [Revised: 10/03/2024] [Accepted: 10/09/2024] [Indexed: 10/26/2024]  Open
15
Nwosu OI, Naunheim MR. Artificial Intelligence in Laryngology, Broncho-Esophagology, and Sleep Surgery. Otolaryngol Clin North Am 2024;57:821-829. [PMID: 38719714 DOI: 10.1016/j.otc.2024.04.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/06/2024]
16
di Biase L, Pecoraro PM, Pecoraro G, Shah SA, Di Lazzaro V. Machine learning and wearable sensors for automated Parkinson's disease diagnosis aid: a systematic review. J Neurol 2024;271:6452-6470. [PMID: 39143345 DOI: 10.1007/s00415-024-12611-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Revised: 07/22/2024] [Accepted: 07/24/2024] [Indexed: 08/16/2024]
17
Ong YQ, Lee J, Chu SY, Chai SC, Gan KB, Ibrahim NM, Barlow SM. Oral-diadochokinesis between Parkinson's disease and neurotypical elderly among Malaysian-Malay speakers. INTERNATIONAL JOURNAL OF LANGUAGE & COMMUNICATION DISORDERS 2024;59:1701-1714. [PMID: 38451114 DOI: 10.1111/1460-6984.13025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 02/09/2024] [Indexed: 03/08/2024]
18
Zhu SG, Chen ZL, Xiao K, Wang ZW, Lu WB, Liu RP, Huang SS, Zhu JH, Zhang X, Wang JY. Association analyses of apolipoprotein E genotypes and cognitive performance in patients with Parkinson's disease. Eur J Med Res 2024;29:334. [PMID: 38880878 PMCID: PMC11181540 DOI: 10.1186/s40001-024-01924-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2024] [Accepted: 06/06/2024] [Indexed: 06/18/2024]  Open
19
Malekroodi HS, Madusanka N, Lee BI, Yi M. Leveraging Deep Learning for Fine-Grained Categorization of Parkinson's Disease Progression Levels through Analysis of Vocal Acoustic Patterns. Bioengineering (Basel) 2024;11:295. [PMID: 38534569 PMCID: PMC10968564 DOI: 10.3390/bioengineering11030295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Revised: 03/18/2024] [Accepted: 03/18/2024] [Indexed: 03/28/2024]  Open
20
Malaguti MC, Gios L, Giometto B, Longo C, Riello M, Ottaviani D, Pellegrini M, Di Giacopo R, Donner D, Rozzanigo U, Chierici M, Moroni M, Jurman G, Bincoletto G, Pardini M, Bacchin R, Nobili F, Di Biasio F, Avanzino L, Marchese R, Mandich P, Garbarino S, Pagano M, Campi C, Piana M, Marenco M, Uccelli A, Osmani V. Artificial intelligence of imaging and clinical neurological data for predictive, preventive and personalized (P3) medicine for Parkinson Disease: The NeuroArtP3 protocol for a multi-center research study. PLoS One 2024;19:e0300127. [PMID: 38483951 PMCID: PMC10939244 DOI: 10.1371/journal.pone.0300127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Accepted: 02/15/2024] [Indexed: 03/17/2024]  Open
21
Bélisle-Pipon JC, Powell M, English R, Malo MF, Ravitsky V, Bridge2AI–Voice Consortium, Bensoussan Y. Stakeholder perspectives on ethical and trustworthy voice AI in health care. Digit Health 2024;10:20552076241260407. [PMID: 39055787 PMCID: PMC11271113 DOI: 10.1177/20552076241260407] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2023] [Accepted: 05/21/2024] [Indexed: 07/27/2024]  Open
22
Aziz D, Dávid S. Multitask and Transfer Learning Approach for Joint Classification and Severity Estimation of Dysphonia. IEEE JOURNAL OF TRANSLATIONAL ENGINEERING IN HEALTH AND MEDICINE 2023;12:233-244. [PMID: 38196819 PMCID: PMC10776101 DOI: 10.1109/jtehm.2023.3340345] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 11/30/2023] [Accepted: 12/04/2023] [Indexed: 01/11/2024]
23
Calà F, Frassineti L, Sforza E, Onesimo R, D’Alatri L, Manfredi C, Lanata A, Zampino G. Artificial Intelligence Procedure for the Screening of Genetic Syndromes Based on Voice Characteristics. Bioengineering (Basel) 2023;10:1375. [PMID: 38135966 PMCID: PMC10741055 DOI: 10.3390/bioengineering10121375] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 11/25/2023] [Accepted: 11/27/2023] [Indexed: 12/24/2023]  Open
24
Park S, No C, Kim S, Han K, Jung JM, Kwon KY, Lee M. A multimodal screening system for elderly neurological diseases based on deep learning. Sci Rep 2023;13:21013. [PMID: 38030653 PMCID: PMC10687257 DOI: 10.1038/s41598-023-48071-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2023] [Accepted: 11/22/2023] [Indexed: 12/01/2023]  Open
25
Skibińska J, Hosek J. Computerized analysis of hypomimia and hypokinetic dysarthria for improved diagnosis of Parkinson's disease. Heliyon 2023;9:e21175. [PMID: 37908703 PMCID: PMC10613914 DOI: 10.1016/j.heliyon.2023.e21175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Revised: 10/07/2023] [Accepted: 10/17/2023] [Indexed: 11/02/2023]  Open
26
Suppa A, Asci F, Costantini G, Bove F, Piano C, Pistoia F, Cerroni R, Brusa L, Cesarini V, Pietracupa S, Modugno N, Zampogna A, Sucapane P, Pierantozzi M, Tufo T, Pisani A, Peppe A, Stefani A, Calabresi P, Bentivoglio AR, Saggio G. Effects of deep brain stimulation of the subthalamic nucleus on patients with Parkinson's disease: a machine-learning voice analysis. Front Neurol 2023;14:1267360. [PMID: 37928137 PMCID: PMC10622670 DOI: 10.3389/fneur.2023.1267360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Accepted: 09/20/2023] [Indexed: 11/07/2023]  Open
27
Suppa A, Costantini G, Gomez-Vilda P, Saggio G. Editorial: Voice analysis in healthy subjects and patients with neurologic disorders. Front Neurol 2023;14:1288370. [PMID: 37840929 PMCID: PMC10569294 DOI: 10.3389/fneur.2023.1288370] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Accepted: 09/15/2023] [Indexed: 10/17/2023]  Open
28
Khanna A, Jones G. Toward Personalized Medicine Approaches for Parkinson Disease Using Digital Technologies. JMIR Form Res 2023;7:e47486. [PMID: 37756050 PMCID: PMC10568402 DOI: 10.2196/47486] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Revised: 09/03/2023] [Accepted: 09/05/2023] [Indexed: 09/28/2023]  Open
29
Mondol SIMMR, Kim R, Lee S. Hybrid Machine Learning Framework for Multistage Parkinson's Disease Classification Using Acoustic Features of Sustained Korean Vowels. Bioengineering (Basel) 2023;10:984. [PMID: 37627869 PMCID: PMC10451837 DOI: 10.3390/bioengineering10080984] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2023] [Revised: 08/17/2023] [Accepted: 08/18/2023] [Indexed: 08/27/2023]  Open
30
Cavallieri F, Di Rauso G, Gessani A, Budriesi C, Fioravanti V, Contardi S, Menozzi E, Pinto S, Moro E, Antonelli F, Valzania F. A study on the correlations between acoustic speech variables and bradykinesia in advanced Parkinson's disease. Front Neurol 2023;14:1213772. [PMID: 37533469 PMCID: PMC10393249 DOI: 10.3389/fneur.2023.1213772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 06/15/2023] [Indexed: 08/04/2023]  Open
31
Hemmerling D, Wodzinski M, Orozco-Arroyave JR, Sztaho D, Daniol M, Jemiolo P, Wojcik-Pedziwiatr M. Vision Transformer for Parkinson's Disease Classification using Multilingual Sustained Vowel Recordings. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2023;2023:1-4. [PMID: 38083719 DOI: 10.1109/embc40787.2023.10340478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2023]
32
Asci F, Marsili L, Suppa A, Saggio G, Michetti E, Di Leo P, Patera M, Longo L, Ruoppolo G, Del Gado F, Tomaiuoli D, Costantini G. Acoustic analysis in stuttering: a machine-learning study. Front Neurol 2023;14:1169707. [PMID: 37456655 PMCID: PMC10347393 DOI: 10.3389/fneur.2023.1169707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Accepted: 06/16/2023] [Indexed: 07/18/2023]  Open
33
Scimeca S, Amato F, Olmo G, Asci F, Suppa A, Costantini G, Saggio G. Robust and language-independent acoustic features in Parkinson's disease. Front Neurol 2023;14:1198058. [PMID: 37384279 PMCID: PMC10294689 DOI: 10.3389/fneur.2023.1198058] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Accepted: 05/26/2023] [Indexed: 06/30/2023]  Open
34
Wolff A, Schumacher NU, Pürner D, Machetanz G, Demleitner AF, Feneberg E, Hagemeier M, Lingor P. Parkinson's disease therapy: what lies ahead? J Neural Transm (Vienna) 2023;130:793-820. [PMID: 37147404 PMCID: PMC10199869 DOI: 10.1007/s00702-023-02641-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Accepted: 04/25/2023] [Indexed: 05/07/2023]
35
Min S, Shin D, Rhee SJ, Park CHK, Yang JH, Song Y, Kim MJ, Kim K, Cho WI, Kwon OC, Ahn YM, Lee H. Acoustic Analysis of Speech for Screening for Suicide Risk: Machine Learning Classifiers for Between- and Within-Person Evaluation of Suicidality. J Med Internet Res 2023;25:e45456. [PMID: 36951913 PMCID: PMC10131783 DOI: 10.2196/45456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Revised: 02/21/2023] [Accepted: 02/26/2023] [Indexed: 03/01/2023]  Open
36
Costantini G, Cesarini V, Di Leo P, Amato F, Suppa A, Asci F, Pisani A, Calculli A, Saggio G. Artificial Intelligence-Based Voice Assessment of Patients with Parkinson's Disease Off and On Treatment: Machine vs. Deep-Learning Comparison. SENSORS (BASEL, SWITZERLAND) 2023;23:2293. [PMID: 36850893 PMCID: PMC9962335 DOI: 10.3390/s23042293] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Revised: 02/13/2023] [Accepted: 02/16/2023] [Indexed: 06/18/2023]
37
An Analysis of Vocal Features for Parkinson’s Disease Classification Using Evolutionary Algorithms. Diagnostics (Basel) 2022;12:diagnostics12081980. [PMID: 36010330 PMCID: PMC9406914 DOI: 10.3390/diagnostics12081980] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Revised: 08/06/2022] [Accepted: 08/11/2022] [Indexed: 11/16/2022]  Open
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Chen R, Berardelli A, Bhattacharya A, Bologna M, Chen KHS, Fasano A, Helmich RC, Hutchison WD, Kamble N, Kühn AA, Macerollo A, Neumann WJ, Pal PK, Paparella G, Suppa A, Udupa K. Clinical neurophysiology of Parkinson's disease and parkinsonism. Clin Neurophysiol Pract 2022;7:201-227. [PMID: 35899019 PMCID: PMC9309229 DOI: 10.1016/j.cnp.2022.06.002] [Citation(s) in RCA: 44] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2022] [Revised: 06/11/2022] [Accepted: 06/22/2022] [Indexed: 01/01/2023]  Open
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Ghane M, Ang MC, Nilashi M, Sorooshian S. Enhanced decision tree induction using evolutionary techniques for Parkinson's disease classification. Biocybern Biomed Eng 2022. [DOI: 10.1016/j.bbe.2022.07.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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