[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-126419-en":3,"doc-seo-126419-105":30,"detail-sidebar-cat-0-en-105":92},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":11,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},126419,962085564807,"Aurelia","https://ap-avatar.wpscdn.com/davatar_6f874abed73319feea01a86fa6f0fab8",7,"Healthcare","The potential of app-based mental health assessment using machine learning-based voice analysis","An academic conference abstract exploring how smartphone applications can support mental health assessment through machine learning applied to voice data. The work focuses on converting speech-related signals into measurable indicators that may help clinicians and service providers screen, monitor, or assist in understanding mental health states. It positions voice analysis as a scalable, potentially accessible approach within evidence-based professional practice. The material is presented as part of a European mental health conference program.","The potential of app-based mental health assessment using machine learning-based voice analysis  \nMulvenna, M. , Donaghy, P. , Ennis, E. , Bond, RR. , Kennedy, N. , McTear, M. , O'Connell, H. , Blaylock, N. , & Brueckner, R. (2024) . The potential of app-based mental health assessment using machine learning-based voice analysis. 1. Abstract from European Conference on Mental Health, Kraków, Poland.  \nLink to publication record in Ulster University Research Portal  \nPublication Status:  \nPublished (in print/issue): 10/09/2024  \nDocument Version  \nPublisher's PDF, also known as Version of record  \nFor Author Accepted Manuscripts (AAM) published under Ulster University's Rights Retention Policy for Scholarly Works (RRPSW)  \nWhen citing an AAM published under Ulster University's RRPSW please use the following citation structure:  \nAuthor, A. A. (Year) . Title of article. Journal Name,[Accepted Author Manuscript] . PURE Portal URL. Licensed under CC BY 4.0.  \nGeneral rights  \nThe copyright and moral rights to the output are retained by the output author(s), unless otherwise stated by the document licence.  \nUnless otherwise stated, users are permitted to download a copy of the output for personal study or non-commercial research and are permitted to freely distribute the URL of the output. They are not permitted to alter, reproduce, distribute or make any commercial use of the output without obtaining the permission of the author(s) .  \nIf the document is licenced under Creative Commons, the rights of users of the documents can be found at [https://creativecommons.org/share-your-work/cclicenses/](https://creativecommons.org/share-your-work/cclicenses/) .  \nTake down policy  \nThe Research Portal is Ulster University's institutional repository that provides access to Ulster's research outputs. Every effort has been made to ensure that content in the Research Portal does not infringe any person's rights, or applicable UK laws. If you discover content in the Research Portal that you believe breaches copyright or violates any law, please contact [pure-support@ulster.ac.uk](pure-support@ulster.ac.uk)  \nDownload date: 04/08/2026  \nSeptember 9-11, 2024 Kraków, Poland  \nConference Abstract Book  \nEvipro (Evidence-based Professionals) Company is an official organizer of European Conference on Mental Health conferences and the European Congress on Violence in Clinical Psychiatry. Company is experienced in organizing events like conferences, seminars and study visits for professionals in order to provide forums to learn and discuss together.  \nEvipro provides advisory and consultancy services in a field of social and health services. Company´s instructors have wide experience with practical work, leadership, management, planning and research especially in fields of Mental Health and Addictions. Voice of service users and experts by experience and recovery is present in Evipro´s work.  \nEvipro provides consulting, supervision, tailored training and education for professionals in public sector, NGO´s, private companies, schools and other institutions. Staff and Leadership training and coaching is also provided by our accredited supervisors and coaches.  \nConnect with us [www.evipro.fi](www.evipro.fi)[ ](www.evipro.fi)[info@evipro.fi](info@evipro.fi)  \nOur values are:  \nEquality  \nFriendliness  \nTrustworthiness  \nJoy  \nCONFERENCE PARTNERS:  \nORGANIZATION COMMITTEE:  \nSusanna Jaakkola,  \nKey Account Manager,  \nConference Coordinator, Finland  \nSCIENTIFIC COMMITTEE  \nBrenda Happell  \nChair of Scientific Committee  \nProfessor, Southern Cross University, Australia and University College Cork, Ireland; Director, Happell Consulting, Australia  \nFrank Reilly  \nDirector of RealRelational, the Adult Services Lead for the Scottish Association of Social Workers, Scotland; part-time PhD student Strathclyde University, Scotland  \nChris Wagstaff  \nBA, RMN (Dip), MSc, PGCertEd, PhD, University of Birmingham, UK  \nBarbara Remberk  \nMD, PhD, Head of Child and 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