{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,4]],"date-time":"2026-06-04T20:06:16Z","timestamp":1780603576374,"version":"3.54.1"},"reference-count":51,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"General Research Fund (GRF) of the Research Grants Council (RGC) of Hong Kong, China,","award":["RGC\/HKBU12201724"],"award-info":[{"award-number":["RGC\/HKBU12201724"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Med. Imaging"],"published-print":{"date-parts":[[2026,6]]},"DOI":"10.1109\/tmi.2026.3660978","type":"journal-article","created":{"date-parts":[[2026,2,6]],"date-time":"2026-02-06T20:50:12Z","timestamp":1770411012000},"page":"2674-2687","source":"Crossref","is-referenced-by-count":0,"title":["Laboratory Test-Guided Medical Image Generation for Multi-Modal Disease Prediction"],"prefix":"10.1109","volume":"45","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0696-7234","authenticated-orcid":false,"given":"Jingwen","family":"Xu","sequence":"first","affiliation":[{"name":"Department of Computer Science, Hong Kong Baptist University, Hong Kong, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8858-8950","authenticated-orcid":false,"given":"Fei","family":"Lyu","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Hong Kong Baptist University, Hong Kong, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ye","family":"Zhu","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Hong Kong Baptist University, Hong Kong, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9343-2202","authenticated-orcid":false,"given":"Pong C.","family":"Yuen","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Hong Kong Baptist University, Hong Kong, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2025.3556420"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TRPMS.2025.3539739"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2025.3526816"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2023.3253760"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhepr.2022.100441"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2025.3569584"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1093\/bib\/bbaf003"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/WACV57701.2024.00513"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2024.3368664"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2024.3424785"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.3390\/diagnostics13132223"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/s00259-020-04854-3"},{"issue":"1","key":"ref13","first-page":"112","article-title":"Medical overview of body main parts, organs and their functions","volume-title":"J. Med. Clin. Case Rep.","volume":"2","author":"Elmas"},{"key":"ref14","volume-title":"Human Body Systems: Structure, Function, and Environment","author":"Chiras","year":"2013"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1002\/hep.31836"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhep.2021.01.002"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i15.29578"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/3637528.3671974"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP49660.2025.10889595"},{"key":"ref20","first-page":"41300","article-title":"Improving medical predictions by irregular multimodal electronic health records modeling","volume-title":"Proc. ICML","author":"Zhang"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.52202\/079017-2167"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72378-0_8"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-43895-0_61"},{"key":"ref24","article-title":"Roentgen: vision-language foundation model for chest X-ray generation","author":"Chambon","year":"2022","journal-title":"arXiv:2211.12737"},{"key":"ref25","first-page":"280","article-title":"Unified chest X-ray and radiology report generation model with multi-view chest X-rays","volume-title":"Proc. CHIL","author":"Kim"},{"key":"ref26","first-page":"48202","article-title":"LLM-CXR: Instruction-finetuned LLM for CXR image understanding and generation","volume-title":"Proc. ICLR","author":"Lee"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72390-2_23"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72384-1_6"},{"key":"ref29","first-page":"29001","article-title":"Addressing asynchronicity in clinical multimodal fusion via individualized chest X-ray generation","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Yao"},{"key":"ref30","article-title":"DeepSeek-r1: Incentivizing reasoning capability in LLMs via reinforcement learning","author":"Guo","year":"2025","journal-title":"arXiv:2501.12948"},{"key":"ref31","article-title":"GPT-4 technical report","volume-title":"arXiv:2303.08774","author":"Achiam","year":"2023"},{"key":"ref32","article-title":"Gemini: A family of highly capable multimodal models","author":"Team","year":"2023","journal-title":"arXiv:2312.11805"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-96-1809-5_6"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01042"},{"key":"ref35","first-page":"5320","article-title":"Latent ordinary differential equations for irregularly-sampled time series","volume-title":"Proc. NeurIPS","volume":"32","author":"Rubanova"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2018.2889776"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-022-01899-x"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-019-0322-0"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01442"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1145\/3711896.3737171"},{"key":"ref41","article-title":"Multi-time attention networks for irregularly sampled time series","author":"Narayan Shukla","year":"2021","journal-title":"arXiv:2101.10318"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/WACV56688.2023.00358"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1145\/3458754"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i5.28226"},{"key":"ref45","first-page":"14205","article-title":"Denoising diffusion implicit models","volume-title":"Proc. ICLR","author":"Song"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-021-96433-1"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-025-01670-7"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2024.6695"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajog.2025.04.010"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-025-14359-4"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.232471"}],"container-title":["IEEE Transactions on Medical Imaging"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/42\/11550367\/11372778.pdf?arnumber=11372778","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,4]],"date-time":"2026-06-04T19:55:44Z","timestamp":1780602944000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11372778\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6]]},"references-count":51,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.1109\/tmi.2026.3660978","relation":{},"ISSN":["0278-0062","1558-254X"],"issn-type":[{"value":"0278-0062","type":"print"},{"value":"1558-254X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,6]]}}}