{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T20:22:14Z","timestamp":1761164534931,"version":"build-2065373602"},"reference-count":5,"publisher":"Wiley","issue":"8","license":[{"start":{"date-parts":[[2025,7,3]],"date-time":"2025-07-03T00:00:00Z","timestamp":1751500800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Liver International"],"published-print":{"date-parts":[[2025,8]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:p>We read with great interest the article by Zhang et\u00a0al. The study demonstrates that the deep learning model based on high\u2010frequency ultrasound images significantly outperforms the low\u2010frequency ultrasound model, FIB\u20104, APRI, and shear wave elastography in classifying liver fibrosis at each stage in patients with chronic hepatitis B. However, we would like to highlight several areas for further discussion.<\/jats:p>","DOI":"10.1111\/liv.70214","type":"journal-article","created":{"date-parts":[[2025,7,3]],"date-time":"2025-07-03T07:24:29Z","timestamp":1751527469000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Enhancing\n                    <scp>HF<\/scp>\n                    \u2010\n                    <scp>DL<\/scp>\n                    Model Validation for Liver Fibrosis Staging Through Sample Optimisation and Technical Integration"],"prefix":"10.1111","volume":"45","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9001-4670","authenticated-orcid":false,"given":"Meng\u2010Yuan","family":"Shen","sequence":"first","affiliation":[{"name":"The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine)  Hangzhou"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ze\u2010Jiong","family":"Li","sequence":"additional","affiliation":[{"name":"The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine)  Hangzhou"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dan\u2010Dan","family":"Feng","sequence":"additional","affiliation":[{"name":"Department of Intensive Care Unit The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine)  Hangzhou Zhejiang China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jian\u2010Nong","family":"Wu","sequence":"additional","affiliation":[{"name":"Department of Intensive Care Unit The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine)  Hangzhou Zhejiang China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2025,7,3]]},"reference":[{"key":"e_1_2_1_8_2_1","doi-asserted-by":"publisher","DOI":"10.1111\/liv.70148"},{"key":"e_1_2_1_8_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2021.3136503"},{"key":"e_1_2_1_8_4_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-025-01543-z"},{"key":"e_1_2_1_8_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2023.102762"},{"key":"e_1_2_1_8_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2024.3391620"}],"container-title":["Liver International"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/liv.70214","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,21]],"date-time":"2025-10-21T18:19:31Z","timestamp":1761070771000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1111\/liv.70214"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,3]]},"references-count":5,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2025,8]]}},"alternative-id":["10.1111\/liv.70214"],"URL":"https:\/\/doi.org\/10.1111\/liv.70214","archive":["Portico"],"relation":{},"ISSN":["1478-3223","1478-3231"],"issn-type":[{"type":"print","value":"1478-3223"},{"type":"electronic","value":"1478-3231"}],"subject":[],"published":{"date-parts":[[2025,7,3]]},"assertion":[{"value":"2025-06-16","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-06-25","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-07-03","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"e70214"}}