{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,14]],"date-time":"2026-10-14T02:58:01Z","timestamp":1791946681266,"version":"4.3.4"},"reference-count":32,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2025,12,11]],"date-time":"2025-12-11T00:00:00Z","timestamp":1765411200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"},{"start":{"date-parts":[[2025,12,11]],"date-time":"2025-12-11T00:00:00Z","timestamp":1765411200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Intl J Lang &amp;amp; Comm Disor"],"published-print":{"date-parts":[[2026,1]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Artificial intelligence (AI) shows promise to support the prevention, diagnosis, and treatment of diseases in medicine and therapy. However, ethics is a priority concern in the development and implementation of AI across sectors. Common ethical themes in the healthcare literature of the last 5 years surround algorithmic bias, accountability, privacy, transparency and trust issues. The question arises how these challenges apply to speech and language therapy (SLT). Stakeholder attitudes towards the use of AI in healthcare have been investigated for the populations of physicians, medical students, and patients. However, no study has yet addressed the specific perspective of speech and language therapists on this technology.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Aims<\/jats:title>\n                    <jats:p>Therefore, the aim was to gather insights on the attitudes, hopes and concerns towards the (future) use of artificial intelligence from speech and language therapists working in clinical practice or research.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Method and Procedures<\/jats:title>\n                    <jats:p>An online survey with 11 closed and three open\u2010ended questions was conducted in four German speaking countries. The quantitative analysis of the results involved correlating demographic factors, such as age, with the responses. The qualitative analysis compared the responses to this survey with the findings of healthcare literature and studies addressing other healthcare stakeholders.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Outcomes and Results<\/jats:title>\n                    <jats:p>Five hundred eighty\u2010seven professionals from Germany, Switzerland, Austria and Liechtenstein answered the questionnaire. In the results all but 3% of the participants expect that AI will be applied at least to some extend in SLT in the future. The majority of the participants (65%) are open\u2010minded towards the application of AI in SLT. Perceived potential benefits show a larger overlap than identified challenges with the existing literature. The possible loss of the \u2018human\u2010factor\u2019 in assessment and therapy is by far the most frequent concern (41%) the participating speech and language therapists have towards the use of AI. Results further reflect the current level of knowledge about this technology in our profession.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions and Implications<\/jats:title>\n                    <jats:p>The use of AI in SLT can have a positive impact, but many factors need to be considered to prepare our profession for this type of technology. These include the expansion of education, the development of guidelines and the establishment of interdisciplinary collaborations all aiming to develop, implement and enable the use of truly beneficial AI\u2010tools for assessment and intervention in SLT.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>WHAT THIS PAPER ADDS<\/jats:title>\n                    <jats:p>\n                      <jats:italic>What is already known on this subject<\/jats:italic>\n                      <jats:list list-type=\"bullet\">\n                        <jats:list-item>\n                          <jats:p>Stakeholder involvement is important in the development and implication of artificial intelligence in health care. Stakeholder attitudes towards the use of AI in healthcare have been investigated for the populations of physicians, medical students and patients. However, no study has yet addressed the specific perspective of speech and language therapists on this technology.<\/jats:p>\n                        <\/jats:list-item>\n                      <\/jats:list>\n                      <jats:italic>What this paper adds to existing knowledge<\/jats:italic>\n                      <jats:list list-type=\"bullet\">\n                        <jats:list-item>\n                          <jats:p>The majority of the participants are open\u2010minded towards the application of AI in SLT and think that it will be used in our profession in the future. Perceived potential benefits and challenges align with the literature to some degree. One aspect that is especially emphasised by the participants is the potential loss of \u2018human\u2010factor\u2019 in SLT. Results reflect participants\u2019 knowledge on AI as well as a specific therapeutic view on healthcare and intervention.<\/jats:p>\n                        <\/jats:list-item>\n                      <\/jats:list>\n                      <jats:italic>What are the potential or actual clinical implications of this work?<\/jats:italic>\n                      <jats:list list-type=\"bullet\">\n                        <jats:list-item>\n                          <jats:p>AI application in SLT has great potential, but also comes with challenges. Speech and language therapists need to expand their knowledge on this technology, prepare specific guidelines and engage in interdisciplinary collaborations to specify their perspective and needs in developing and implementing AI\u2010software. Only then will it become truly useful for clinicians and they will be able to use it in a responsible and informed way.<\/jats:p>\n                        <\/jats:list-item>\n                      <\/jats:list>\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.1111\/1460-6984.70172","type":"journal-article","created":{"date-parts":[[2025,12,11]],"date-time":"2025-12-11T15:59:41Z","timestamp":1765468781000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["The Application of Artificial Intelligence in Speech and Language Therapy: Attitudes and Expectations"],"prefix":"10.1111","volume":"61","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1672-9299","authenticated-orcid":false,"given":"Hanna","family":"Ehlert","sequence":"first","affiliation":[{"name":"Department of Speech Language Therapy and Inclusive Education Leibniz University Hannover  Hannover Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2455-1491","authenticated-orcid":false,"given":"Ulrike","family":"L\u00fcdtke","sequence":"additional","affiliation":[{"name":"Department of Speech Language Therapy and Inclusive Education Leibniz University Hannover  Hannover Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2025,12,11]]},"reference":[{"key":"e_1_2_10_2_1","doi-asserted-by":"publisher","DOI":"10.3390\/diagnostics13233537"},{"key":"e_1_2_10_3_1","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph192315919"},{"key":"e_1_2_10_4_1","doi-asserted-by":"publisher","DOI":"10.1177\/20552076231152167"},{"key":"e_1_2_10_5_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0279088"},{"key":"e_1_2_10_6_1","doi-asserted-by":"publisher","DOI":"10.1080\/02687038.2023.2189513"},{"key":"e_1_2_10_7_1","doi-asserted-by":"publisher","DOI":"10.1080\/17483107.2025.2483300"},{"key":"e_1_2_10_8_1","unstructured":"European Union (EU)2024.Regulation 2024\/1689 of the European Union Parliament and of the Council laying down Harmonised rules on Artificial Intelligence and Amending Regulations (Artificial Intelligence Act)."},{"key":"e_1_2_10_9_1","doi-asserted-by":"publisher","DOI":"10.1177\/20552076221116772"},{"key":"e_1_2_10_10_1","doi-asserted-by":"publisher","DOI":"10.3390\/machines11070693"},{"key":"e_1_2_10_11_1","doi-asserted-by":"publisher","DOI":"10.3390\/bdcc7040178"},{"key":"e_1_2_10_12_1","doi-asserted-by":"publisher","DOI":"10.1136\/medethics\u20102019\u2010105586"},{"key":"e_1_2_10_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jvoice.2018.07.014"},{"key":"e_1_2_10_14_1","doi-asserted-by":"publisher","DOI":"10.2196\/39742"},{"key":"e_1_2_10_15_1","doi-asserted-by":"publisher","DOI":"10.4103\/aian.aian_554_22"},{"key":"e_1_2_10_16_1","doi-asserted-by":"publisher","DOI":"10.1044\/2024_JSLHR\u201024\u201000515"},{"key":"e_1_2_10_17_1","doi-asserted-by":"publisher","DOI":"10.1111\/lang.12155"},{"key":"e_1_2_10_18_1","doi-asserted-by":"publisher","DOI":"10.2196\/26646"},{"key":"e_1_2_10_19_1","volume-title":"Qualitative Content Analysis. 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