{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,4]],"date-time":"2025-12-04T07:02:34Z","timestamp":1764831754364,"version":"3.46.0"},"reference-count":33,"publisher":"Tech Science Press","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["CMC"],"published-print":{"date-parts":[[2025]]},"DOI":"10.32604\/cmc.2025.066882","type":"journal-article","created":{"date-parts":[[2025,9,5]],"date-time":"2025-09-05T08:51:17Z","timestamp":1757062277000},"page":"3897-3919","source":"Crossref","is-referenced-by-count":0,"title":["TRANSHEALTH: A Transformer-BDI Hybrid Framework for Real-Time Psychological Distress Detection in Ambient Healthcare"],"prefix":"10.32604","volume":"85","author":[{"given":"Parul","family":"Dubey","sequence":"first","affiliation":[]},{"given":"Pushkar","family":"Dubey","sequence":"additional","affiliation":[]},{"given":"Mohammed","family":"Zakariah","sequence":"additional","affiliation":[]},{"given":"Abdulaziz S.","family":"Almazyad","sequence":"additional","affiliation":[]},{"given":"Deema Mohammed","family":"Alsekait","sequence":"additional","affiliation":[]}],"member":"17807","published-online":{"date-parts":[[2025]]},"reference":[{"key":"ref1","doi-asserted-by":"crossref","first-page":"1464","DOI":"10.3390\/electronics14071464","article-title":"A multimodal artificial intelligence model for depression severity detection based on audio and video signals","volume":"14","author":"Zhang","year":"2025b","journal-title":"Electronics"},{"key":"ref2","first-page":"37","author":"Pandya","year":"2024","journal-title":"Digital healthcare in Asia and Gulf Region for healthy aging and more inclusive societies"},{"key":"ref3","doi-asserted-by":"crossref","first-page":"102976","DOI":"10.1016\/j.mex.2024.102976","article-title":"Psychological disorder detection: a multimodal approach using a transformer-based hybrid model","volume":"13","author":"Ghosh","year":"2024","journal-title":"MethodsX"},{"key":"ref4","series-title":"2023 6th International Conference of Computer and Informatics Engineering (IC2IE); 2023 Sep 14\u201315","first-page":"203","article-title":"Systematic literature review of transformer model implementations in detecting depression","author":"Nanggala"},{"key":"ref5","doi-asserted-by":"crossref","first-page":"102161","DOI":"10.1016\/j.inffus.2023.102161","article-title":"Transformer-based multimodal feature enhancement networks for multimodal depression detection integrating video, audio and remote photoplethysmograph signals","volume":"104","author":"Fan","year":"2023","journal-title":"Inf Fusion"},{"key":"ref6","doi-asserted-by":"crossref","first-page":"8875","DOI":"10.3390\/s23218875","article-title":"Stress monitoring using machine learning, IoT and wearable sensors","volume":"23","author":"Al-Atawi","year":"2023","journal-title":"Sensors"},{"key":"ref7","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1038\/s41586-020-2669-y","article-title":"Illuminating the dark spaces of healthcare with ambient intelligence","volume":"585","author":"Haque","year":"2020","journal-title":"Nature"},{"key":"ref8","first-page":"5105","article-title":"Artificial intelligence-enabled chatbots in mental health: a systematic review","volume":"74","author":"Omarov","year":"2022","journal-title":"Comput Mat Cont"},{"key":"ref9","series-title":"Proceedings of the 9th International Conference on Computational Science and Technology","first-page":"289","article-title":"FiTweet: arduino based smartwatch for early anticipatory anxiety notification system","author":"Abdulmanab","year":"2023"},{"key":"ref10","doi-asserted-by":"crossref","first-page":"6819","DOI":"10.1109\/TCSS.2024.3410391","article-title":"Sentiment classification of anxiety related texts in social media via fuzing linguistic and semantic features","volume":"11","author":"Zhu","year":"2024b","journal-title":"IEEE Trans Comput Soc Syst"},{"key":"ref11","doi-asserted-by":"crossref","first-page":"1980","DOI":"10.1038\/s41598-021-81368-4","article-title":"Predictive modeling of depression and anxiety using electronic health records and a novel machine learning approach with artificial intelligence","volume":"11","author":"Nemesure","year":"2021","journal-title":"Sci Rep"},{"key":"ref12","first-page":"497","article-title":"Advancements in machine learning-based mental health prediction: a comprehensive review","author":"Patt","year":"2024","journal-title":"IC4S: International Conference on Cognitive Computing and Cyber Physical Systems"},{"key":"ref13","first-page":"435","author":"Pimpalkar","year":"2025","journal-title":"IGI global eBooks"},{"key":"ref14","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1007\/978-981-16-5689-7_21","author":"Pramanik","year":"2022","journal-title":"Advances in data and information sciences"},{"key":"ref15","doi-asserted-by":"crossref","first-page":"e55874","DOI":"10.2196\/55874","article-title":"Development of a mobile application for occupational stress screening in female workers: exploratory Sequential Design Study Protocol (PREPRINt)","volume":"13","author":"Widianti","year":"2024b","journal-title":"JMIR Res Protoc"},{"year":"2024","author":"Johnson","journal-title":"The Predictive Machine Learning for predictive workload Management to combat employee burnout in tech companies","key":"ref16"},{"key":"ref17","first-page":"213","article-title":"An advanced AI framework for mental health diagnostics using Bidirectional Encoder Representations from Transformers with gated recurrent units and convolutional neural networks","volume":"30","author":"Pushpa","year":"2025","journal-title":"Ing Des Syst D Inf"},{"key":"ref18","doi-asserted-by":"crossref","first-page":"e63962","DOI":"10.2196\/63962","article-title":"Emotion forecasting: a transformer-based approach","volume":"27","author":"Paz-Arbaizar","year":"2025","journal-title":"J Med Internet Res"},{"key":"ref19","doi-asserted-by":"crossref","first-page":"36162","DOI":"10.1109\/ACCESS.2025.3544096","article-title":"Multiagent based cognitive intelligence in nonlinear mental health care based situations","volume":"13","author":"Saleem","year":"2025","journal-title":"IEEE Access"},{"key":"ref20","doi-asserted-by":"crossref","first-page":"e6417","DOI":"10.1002\/cpe.6417","article-title":"Modeling belief-desire-intention reasoning agents for situation-aware formalisms","volume":"35","author":"Haque","year":"2021","journal-title":"Concurr Computat Pract Exper"},{"key":"ref21","doi-asserted-by":"crossref","first-page":"22771","DOI":"10.1007\/s00521-021-06040-4","article-title":"Multi agent based smart power management for remote health monitoring","volume":"35","author":"Goswami","year":"2021","journal-title":"Neural Comput Appl"},{"key":"ref22","doi-asserted-by":"crossref","first-page":"107248","DOI":"10.1016\/j.bspc.2024.107248","article-title":"TranSenseFusers: a temporal CNN-Transformer neural network family for explainable PPG-based stress detection","volume":"102","author":"Kasnesis","year":"2024","journal-title":"Biomed Signal Process Control"},{"key":"ref23","first-page":"1","article-title":"DyNAMeNTA: dynamic Prompt Engineering and weighted transformer architecture for mental health classification using social media data","volume":"PP","author":"Kumar","year":"2025","journal-title":"IEEE Trans Comput Soc Syst"},{"key":"ref24","doi-asserted-by":"crossref","first-page":"173109","DOI":"10.1109\/ACCESS.2024.3493140","article-title":"SLiTRANet: an EEG-based automated diagnosis framework for major depressive disorder monitoring using a novel LGCN and transformer-based hybrid deep learning approach","volume":"12","author":"De","year":"2024","journal-title":"IEEE Access"},{"key":"ref25","doi-asserted-by":"crossref","first-page":"2024","DOI":"10.3390\/electronics14102024","article-title":"Deep learning approaches to natural language processing for digital twins of patients in psychiatry and neurological rehabilitation","volume":"14","author":"Miko\u0142ajewska","year":"2025","journal-title":"Electronics"},{"key":"ref26","doi-asserted-by":"crossref","first-page":"348","DOI":"10.3390\/s24020348","article-title":"Machine learning for multimodal mental health detection: a systematic review of passive sensing approaches","volume":"24","author":"Khoo","year":"2024","journal-title":"Sensors"},{"key":"ref27","doi-asserted-by":"crossref","first-page":"1494970","DOI":"10.3389\/fninf.2024.1494970","article-title":"Leveraging deep learning for robust EEG analysis in mental health monitoring","volume":"18","author":"Liu","year":"2025","journal-title":"Front Neuroinformatics"},{"key":"ref28","doi-asserted-by":"crossref","first-page":"4015","DOI":"10.1109\/JSEN.2024.3512595","article-title":"Detection and classification of mental stress using In-Ear plethysmography and a vision transformer","volume":"25","author":"Barki","year":"2025","journal-title":"IEEE Sens J"},{"key":"ref29","doi-asserted-by":"crossref","first-page":"166","DOI":"10.1016\/j.procs.2025.03.024","article-title":"Comprehensive literature review on large language models and smart monitoring devices for stress management","volume":"257","author":"Wahab","year":"2025","journal-title":"Procedia Comput Sci"},{"key":"ref30","doi-asserted-by":"crossref","first-page":"4650","DOI":"10.3390\/electronics13234650","article-title":"Privacy-enhanced sentiment analysis in mental health: federated learning with data obfuscation and bidirectional encoder representations from transformers","volume":"13","author":"Ahsan","year":"2024","journal-title":"Electronics"},{"key":"ref31","doi-asserted-by":"crossref","first-page":"69129","DOI":"10.1109\/ACCESS.2025.3562131","article-title":"Expanding AI\u2019s role in healthcare applications: a systematic review of emotional and cognitive analysis techniques","volume":"13","author":"Nag","year":"2025","journal-title":"IEEE Access"},{"key":"ref32","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1109\/TAFFC.2023.3263907","article-title":"Transformer-based self-supervised multimodal representation learning for wearable emotion recognition","volume":"15","author":"Wu","year":"2023","journal-title":"IEEE Trans Affect Comput"},{"unstructured":"Dubey P. EEG_Sample.xlsx [Dataset]; 2025. Figshare. doi:10.6084\/m9.figshare.29589470.","key":"ref33"}],"container-title":["Computers, Materials & Continua"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/cdn.techscience.cn\/files\/cmc\/2025\/TSP_CMC-85-2\/TSP_CMC_66882\/TSP_CMC_66882.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,4]],"date-time":"2025-12-04T05:35:47Z","timestamp":1764826547000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.techscience.com\/cmc\/v85n2\/63801"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":33,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2025]]},"published-print":{"date-parts":[[2025]]}},"URL":"https:\/\/doi.org\/10.32604\/cmc.2025.066882","relation":{},"ISSN":["1546-2226"],"issn-type":[{"type":"electronic","value":"1546-2226"}],"subject":[],"published":{"date-parts":[[2025]]}}}