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Addressing pivotal questions regarding IIoMT\u2019s role in depression identification, its correlation with stress and anxiety, the impact of machine learning (ML) and deep learning (DL) on depressive disorders, and the challenges and potential prospects of integrating depression management with IIoMT, this research offers significant contributions. It integrates artificial intelligence (AI) and Internet of Things (IoT) paradigms to expand depression studies, highlighting data science modeling\u2019s practical application for intelligent service delivery in real\u2010world settings, emphasizing the benefits of data science within IoT. Furthermore, it outlines an IIoMT architecture for gathering, analyzing, and preempting depressive disorders, employing advanced analytics to enhance application intelligence. The study also identifies current challenges, future research trajectories, and potential solutions within this domain, contributing to the scientific understanding and application of IIoMT in depression management. It evaluates 168 closely related articles from various databases, including Web of Science (WoS) and Google Scholar, after the rejection of repeated articles and books. The research shows that there is 48% growth in research articles, mainly focusing on symptoms, detection, and classification. Similarly, most research is being conducted in the United States of America, and the trend is increasing in other countries around the globe. These results suggest the essence of automated detection, monitoring, and suggestions for handling depression.<\/jats:p>","DOI":"10.1155\/int\/6801530","type":"journal-article","created":{"date-parts":[[2025,2,10]],"date-time":"2025-02-10T22:25:36Z","timestamp":1739226336000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":26,"title":["Intelligent Internet of Medical Things for Depression: Current Advancements, Challenges, and Trends"],"prefix":"10.1155","volume":"2025","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5307-9582","authenticated-orcid":false,"given":"Md Belal","family":"Bin Heyat","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Deepak","family":"Adhikari","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9926-4150","authenticated-orcid":false,"given":"Faijan","family":"Akhtar","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-4520-3014","authenticated-orcid":false,"given":"Saba","family":"Parveen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hafiz Muhammad","family":"Zeeshan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hadaate","family":"Ullah","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yun-Hsuan","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lu","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4137-7272","authenticated-orcid":false,"given":"Mohamad","family":"Sawan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2025,2,10]]},"reference":[{"key":"e_1_2_18_1_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jad.2020.08.001"},{"key":"e_1_2_18_2_2","doi-asserted-by":"publisher","DOI":"10.4103\/0253-7176.70510"},{"key":"e_1_2_18_3_2","doi-asserted-by":"publisher","DOI":"10.1186\/s12991-021-00375-x"},{"key":"e_1_2_18_4_2","doi-asserted-by":"publisher","DOI":"10.1242\/jeb.245829"},{"key":"e_1_2_18_5_2","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph20146325"},{"key":"e_1_2_18_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neubiorev.2019.04.002"},{"key":"e_1_2_18_7_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.compmedimag.2024.102400"},{"key":"e_1_2_18_8_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.genhosppsych.2018.03.009"},{"key":"e_1_2_18_9_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.bbi.2017.02.006"},{"key":"e_1_2_18_10_2","doi-asserted-by":"publisher","DOI":"10.1017\/S0033291717003336"},{"key":"e_1_2_18_11_2","volume-title":"Institute for Health Metrics and Evaluation","author":"Universidad de Washington, Global Health Data Exchange","year":"2023"},{"key":"e_1_2_18_12_2","doi-asserted-by":"publisher","DOI":"10.3390\/s20226526"},{"key":"e_1_2_18_13_2","doi-asserted-by":"publisher","DOI":"10.2196\/17958"},{"key":"e_1_2_18_14_2","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2020.00192"},{"key":"e_1_2_18_15_2","doi-asserted-by":"publisher","DOI":"10.1017\/S0033291719003994"},{"key":"e_1_2_18_16_2","doi-asserted-by":"publisher","DOI":"10.1007\/s13246-020-00938-4"},{"key":"e_1_2_18_17_2","doi-asserted-by":"publisher","DOI":"10.30595\/alphamath.v8i1.13374"},{"key":"e_1_2_18_18_2","doi-asserted-by":"publisher","DOI":"10.3389\/fpubh.2024.1373883"},{"key":"e_1_2_18_19_2","doi-asserted-by":"crossref","unstructured":"CholaC. 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