{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,14]],"date-time":"2026-10-14T11:10:05Z","timestamp":1791976205351,"version":"4.4.0"},"reference-count":22,"publisher":"Elsevier BV","issue":"9","license":[{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"}],"content-domain":{"domain":["academicradiology.org","clinicalkey.com","clinicalkey.com.au","clinicalkey.es","clinicalkey.fr","clinicalkey.jp","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Academic Radiology"],"published-print":{"date-parts":[[2025,9]]},"DOI":"10.1016\/j.acra.2025.05.026","type":"journal-article","created":{"date-parts":[[2025,5,30]],"date-time":"2025-05-30T13:27:57Z","timestamp":1748611677000},"page":"5339-5352","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":2,"title":["A Study on Predicting the Efficacy of Posterior Lumbar Interbody Fusion Surgery Using a Deep Learning Radiomics Model"],"prefix":"10.1016","volume":"32","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8678-9238","authenticated-orcid":false,"given":"Liguang","family":"Fang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yingyi","family":"Pan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Haige","family":"Zheng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fei","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wenlin","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiaqi","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Quan","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"issue":"6","key":"10.1016\/j.acra.2025.05.026_bib1","doi-asserted-by":"crossref","first-page":"e316","DOI":"10.1016\/S2665-9913(23)00098-X","article-title":"Global, regional, and national burden of low back pain, 1990-2020, its attributable risk factors, and projections to 2050: a systematic analysis of the Global Burden of Disease Study 2021","volume":"5","author":"GBD 2021 Low Back Pain Collaborators","year":"2023","journal-title":"Lancet Rheumatol"},{"issue":"6","key":"10.1016\/j.acra.2025.05.026_bib2","first-page":"670","article-title":"Guidelines for the performance of fusion procedures for degenerative disease of the lumbar spine. Part 7: intractable low-back pain without stenosis or spondylolisthesis","volume":"2","author":"Resnick","year":"2005","journal-title":"J Neurosurg\u00a0Spine"},{"issue":"180","key":"10.1016\/j.acra.2025.05.026_bib3","first-page":"154","article-title":"Posterior lumbar interbody fusion","volume":"21","author":"Lin","year":"1983","journal-title":"Clin\u00a0Orthop Relat\u00a0Res"},{"issue":"6","key":"10.1016\/j.acra.2025.05.026_bib4","doi-asserted-by":"crossref","first-page":"S261","DOI":"10.1097\/00007632-199106001-00017","article-title":"Correlation of radiologic assessment of lumbar spine fusions with surgical exploration","volume":"16","author":"Brodsky","year":"1991","journal-title":"Spine"},{"issue":"1","key":"10.1016\/j.acra.2025.05.026_bib5","first-page":"39","article-title":"Reliability and agreement between fine-cut CT scans and plain radiography in the evaluation of posterolateral fusions","volume":"7","author":"Carreon","year":"2007","journal-title":"Spine\u00a0J Offl\u00a0J\u00a0North Am\u00a0Spine Soc"},{"issue":"6","key":"10.1016\/j.acra.2025.05.026_bib6","doi-asserted-by":"crossref","first-page":"463","DOI":"10.1097\/BRS.0b013e3181d7a81a","article-title":"Prospective analysis of imaging prediction of pseudarthrosis after anterior cervical discectomy and fusion: computed tomography versus flexion-extension motion analysis with intraoperative correlation","volume":"36","author":"Ghiselli","year":"2011","journal-title":"Spine"},{"issue":"3","key":"10.1016\/j.acra.2025.05.026_bib7","doi-asserted-by":"crossref","first-page":"1562","DOI":"10.1016\/j.acra.2024.11.039","article-title":"Evaluation of predictive performance for new vertebral compression fracture between Hounsfield units value and vertebral bone quality score following percutaneous vertebroplasty or kyphoplasty","volume":"32","author":"Wang","year":"2025","journal-title":"Acad Radiol"},{"issue":"5","key":"10.1016\/j.acra.2025.05.026_bib8","doi-asserted-by":"crossref","first-page":"2847","DOI":"10.1016\/j.acra.2024.12.065","article-title":"Overview of radiological classification systems for pars interarticularis stress injuries-and proposal of the BROPI classification","volume":"32","author":"Henderson","year":"2025","journal-title":"Acad Radiol"},{"issue":"4","key":"10.1016\/j.acra.2025.05.026_bib9","doi-asserted-by":"crossref","first-page":"441","DOI":"10.1016\/j.ejca.2011.11.036","article-title":"Radiomics: extracting more information from medical images using advanced feature analysis","volume":"48","author":"Lambin","year":"2012","journal-title":"Eur J Cancer"},{"issue":"2","key":"10.1016\/j.acra.2025.05.026_bib10","doi-asserted-by":"crossref","first-page":"563","DOI":"10.1148\/radiol.2015151169","article-title":"Radiomics: images are more than pictures, they are data","volume":"278","author":"Gillies","year":"2016","journal-title":"Radiology"},{"issue":"115","key":"10.1016\/j.acra.2025.05.026_bib11","doi-asserted-by":"crossref","first-page":"130","DOI":"10.1097\/00003086-197603000-00022","article-title":"Post-laminectomy and post-fusion stenosis of the lumbar spine","volume":"14","author":"Brodsky","year":"1976","journal-title":"Clin Orthop Relat\u00a0Res"},{"key":"10.1016\/j.acra.2025.05.026_bib12","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1097\/00003086-200402000-00012","article-title":"Nonunion of the spine: a review","volume":"419","author":"Lee","year":"2004","journal-title":"Clin Orthop Relat\u00a0Res"},{"issue":"3","key":"10.1016\/j.acra.2025.05.026_bib13","doi-asserted-by":"crossref","first-page":"208","DOI":"10.1097\/BRS.0000000000003218","article-title":"Incidence of surgical site infection after spine surgery: a systematic review and meta-analysis","volume":"45","author":"Zhou","year":"2020","journal-title":"Spine"},{"issue":"4","key":"10.1016\/j.acra.2025.05.026_bib14","first-page":"838","article-title":"Anterior stand-alone fusion revisited: a prospective clinical, X-ray and CT investigation","volume":"24","author":"Siepe","year":"2015","journal-title":"Eur Spine\u00a0J\u00a0Offl\u00a0Publ\u00a0Eur\u00a0Spine Soc\u00a0Eur\u00a0Spinal Deformity Soc\u00a0Eur\u00a0Section Cerv\u00a0Spine Res\u00a0Soc"},{"issue":"4","key":"10.1016\/j.acra.2025.05.026_bib15","first-page":"378","article-title":"Comparison of plain radiographs with CT scan to evaluate interbody fusion following the use of titanium interbody cages and transpedicular instrumentation","volume":"12","author":"Shah","year":"2003","journal-title":"Eur Spine\u00a0J Offl\u00a0Publ\u00a0Eur\u00a0Spine Soc\u00a0Eur\u00a0Spinal Deformity Soc\u00a0Eur\u00a0Section\u00a0Cerv\u00a0Spine Res\u00a0Soc"},{"issue":"6","key":"10.1016\/j.acra.2025.05.026_bib16","doi-asserted-by":"crossref","first-page":"1840","DOI":"10.1148\/rg.2019190050","article-title":"Postoperative spinal CT: what the radiologist needs to know","volume":"39","author":"Ghodasara","year":"2019","journal-title":"Radiographics\u00a0Rev Publ\u00a0Radiol\u00a0Soc North Am Inc"},{"issue":"20","key":"10.1016\/j.acra.2025.05.026_bib17","doi-asserted-by":"crossref","first-page":"2232","DOI":"10.1097\/BRS.0b013e31814b2d3c","article-title":"Complications in posterior fusion and instrumentation for degenerative lumbar scoliosis","volume":"32","author":"Cho","year":"2007","journal-title":"Spine"},{"issue":"3","key":"10.1016\/j.acra.2025.05.026_bib18","doi-asserted-by":"crossref","first-page":"597","DOI":"10.1016\/j.jocn.2014.08.017","article-title":"Complete cage migration\/subsidence into the adjacent vertebral body after posterior lumbar interbody fusion","volume":"22","author":"Corniola","year":"2015","journal-title":"J Clin Neurosci Offl\u00a0J\u00a0Neurosurg\u00a0Soc\u00a0Australasia"},{"issue":"4","key":"10.1016\/j.acra.2025.05.026_bib19","first-page":"390","article-title":"The stabilizing system of the spine. Part II. Neutral zone and instability hypothesis","volume":"5","author":"Panjabi","year":"1992","journal-title":"J Spinal\u00a0Dis"},{"issue":"2","key":"10.1016\/j.acra.2025.05.026_bib20","first-page":"12033","article-title":"Placenta accreta spectrum and hysterectomy prediction using MRI radiomic features","volume":"53","author":"Leitch","year":"2022","journal-title":"Proc\u00a0SPIE Int\u00a0Soc\u00a0Opt\u00a0Eng"},{"issue":"1","key":"10.1016\/j.acra.2025.05.026_bib21","first-page":"2","article-title":"Lumbar interbody fusion: techniques, indications and comparison of interbody fusion options including PLIF, TLIF, MI-TLIF, OLIF\/ATP, LLIF and ALIF","volume":"1","author":"Mobbs","year":"2015","journal-title":"J Spine\u00a0Surg"},{"issue":"3","key":"10.1016\/j.acra.2025.05.026_bib22","doi-asserted-by":"crossref","DOI":"10.1148\/radiol.2021204731","article-title":"Deep learning for adjacent segment disease at preoperative MRI for cervical radiculopathy","volume":"301","author":"Goedmakers","year":"2021","journal-title":"Radiology"}],"container-title":["Academic Radiology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1076633225004556?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1076633225004556?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,11,5]],"date-time":"2025-11-05T17:29:47Z","timestamp":1762363787000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1076633225004556"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9]]},"references-count":22,"journal-issue":{"issue":"9","published-print":{"date-parts":[[2025,9]]}},"alternative-id":["S1076633225004556"],"URL":"https:\/\/doi.org\/10.1016\/j.acra.2025.05.026","relation":{},"ISSN":["1076-6332"],"issn-type":[{"value":"1076-6332","type":"print"}],"subject":[],"published":{"date-parts":[[2025,9]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"A Study on Predicting the Efficacy of Posterior Lumbar Interbody Fusion Surgery Using a Deep Learning Radiomics Model","name":"articletitle","label":"Article Title"},{"value":"Academic Radiology","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.acra.2025.05.026","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2025 The Association of Academic Radiology. Published by Elsevier Inc. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}]}}