{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,1,26]],"date-time":"2024-01-26T00:16:30Z","timestamp":1706228190140},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643684567","type":"print"},{"value":"9781643684574","type":"electronic"}],"license":[{"start":{"date-parts":[[2024,1,25]],"date-time":"2024-01-25T00:00:00Z","timestamp":1706140800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,1,25]]},"abstract":"Digital tools for mental health show great promise, but concerns arise when they fail to recognize the user state. We train a classifier to detect the emotional context of dialogs among 6 categories, achieving 78% accuracy on top choice. Importantly greatest areas of confusion (excited-hopeful, angry-sad) are not of the most unsafe kind. Such a classifier could serve as a resource to the dialog managers of future digital mental health agents.<\/jats:p>","DOI":"10.3233\/shti231235","type":"book-chapter","created":{"date-parts":[[2024,1,25]],"date-time":"2024-01-25T10:29:37Z","timestamp":1706178577000},"source":"Crossref","is-referenced-by-count":0,"title":["Detecting Emotional Context for Safer Digital Mental Health Agents"],"prefix":"10.3233","author":[{"given":"Adi","family":"Choi","sequence":"first","affiliation":[{"name":"School of Computer Science, University of Auckland, Auckland 1142, New Zealand"}]},{"given":"Weihua","family":"Li","sequence":"additional","affiliation":[{"name":"Engineering, Computer & Mathematical Science, Auckland University of Technology, New Zealand"}]},{"ORCID":"http:\/\/orcid.org\/0000-0002-8660-8951","authenticated-orcid":false,"given":"Jim","family":"Warren","sequence":"additional","affiliation":[{"name":"School of Computer Science, University of Auckland, Auckland 1142, New Zealand"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","MEDINFO 2023 \u2014 The Future Is Accessible"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI231235","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,25]],"date-time":"2024-01-25T10:29:37Z","timestamp":1706178577000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI231235"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,1,25]]},"ISBN":["9781643684567","9781643684574"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti231235","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,1,25]]}}}