{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,24]],"date-time":"2026-01-24T10:15:12Z","timestamp":1769249712234,"version":"3.49.0"},"reference-count":17,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2026,1,15]],"date-time":"2026-01-15T00:00:00Z","timestamp":1768435200000},"content-version":"vor","delay-in-days":14,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"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":["Internet Technology Letters"],"published-print":{"date-parts":[[2026,1]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:p>In this paper, we propose a novel 6G\u2010enabled framework for enhancing fall risk detection in intelligent healthcare systems through the integration of communication, sensing, and computing. The method consists of three key components: (i) a Q\u2010learning\u2010driven adaptive modulation scheme that dynamically optimizes transmission parameters, (ii) a Long Short\u2010Term Memory (LSTM)\u2010based model for accurate estimation of channel parameters such as path loss and RMS delay spread, and (iii) a lightweight fall risk detection module that fuses wearable sensor signals (accelerometer and gyroscope) with channel quality indicators. This joint design ensures reliable data transmission, robust feature extraction, and accurate real\u2010time fall risk prediction under resource\u2010constrained conditions. Experimental evaluation on the MobiFall dataset demonstrates that the proposed framework achieves an accuracy of 98.5%, precision of 97.3%, and recall of 99.0%, outperforming state\u2010of\u2010the\u2010art baselines by 3.3\u201316.6 percentage points. Additionally, the system reduces energy consumption by 30% and achieves a throughput of 150 fps, compared to 80\u2013100 fps for deep learning alternatives. These results highlight the framework's potential for practical deployment in resource\u2010constrained mobile healthcare environments.<\/jats:p>","DOI":"10.1002\/itl2.70199","type":"journal-article","created":{"date-parts":[[2026,1,15]],"date-time":"2026-01-15T14:40:17Z","timestamp":1768488017000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Enhancing Fall Risk Detection in Intelligent Healthcare System: A\n                    <scp>6G<\/scp>\n                    \u2010Enabled Integrated Communication, Sensing, and Computing Approach"],"prefix":"10.1002","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-1016-3704","authenticated-orcid":false,"given":"Yan","family":"Zhang","sequence":"first","affiliation":[{"name":"College of Applied Technology (College of Health Industry) Anshan Normal University  Anshan China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2026,1,15]]},"reference":[{"key":"e_1_2_6_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2025.3527340"},{"key":"e_1_2_6_3_1","doi-asserted-by":"publisher","DOI":"10.3390\/bios12100821"},{"key":"e_1_2_6_4_1","doi-asserted-by":"publisher","DOI":"10.3390\/healthcare10020293"},{"key":"e_1_2_6_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2024.3367367"},{"key":"e_1_2_6_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2024.3440925"},{"key":"e_1_2_6_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/OJCOMS.2021.3057679"},{"key":"e_1_2_6_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2021.3061701"},{"key":"e_1_2_6_9_1","doi-asserted-by":"crossref","unstructured":"D. M. T.Hoang T. V.Pham A. T.Pham andC. T.Nguyen \u201cQ\u2010Learning\u2010Based Joint Design of Adaptive Modulation and Precoding for Physical Layer Security in Visible Light Communications \u201d(2023) 1\u20135.","DOI":"10.1109\/VTC2023-Spring57618.2023.10201078"},{"key":"e_1_2_6_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMLCN.2023.3278232"},{"key":"e_1_2_6_11_1","doi-asserted-by":"publisher","DOI":"10.1007\/s42452-020-04058-2"},{"key":"e_1_2_6_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2024.3477494"},{"key":"e_1_2_6_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2024.3421336"},{"key":"e_1_2_6_14_1","doi-asserted-by":"publisher","DOI":"10.4018\/ijmstr.2014010103"},{"key":"e_1_2_6_15_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2016.07.012"},{"key":"e_1_2_6_16_1","doi-asserted-by":"publisher","DOI":"10.1080\/15366367.2025.2464970"},{"key":"e_1_2_6_17_1","doi-asserted-by":"publisher","DOI":"10.3390\/s21051636"},{"key":"e_1_2_6_18_1","doi-asserted-by":"publisher","DOI":"10.3390\/s16010115"}],"container-title":["Internet Technology Letters"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/itl2.70199","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/full-xml\/10.1002\/itl2.70199","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/itl2.70199","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,23]],"date-time":"2026-01-23T03:42:28Z","timestamp":1769139748000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1002\/itl2.70199"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,1]]},"references-count":17,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2026,1]]}},"alternative-id":["10.1002\/itl2.70199"],"URL":"https:\/\/doi.org\/10.1002\/itl2.70199","archive":["Portico"],"relation":{},"ISSN":["2476-1508","2476-1508"],"issn-type":[{"value":"2476-1508","type":"print"},{"value":"2476-1508","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,1]]},"assertion":[{"value":"2025-09-16","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-11-11","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-01-15","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"e70199"}}