{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,29]],"date-time":"2026-05-29T16:13:50Z","timestamp":1780071230885,"version":"3.54.0"},"reference-count":28,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2024,5,1]],"date-time":"2024-05-01T00:00:00Z","timestamp":1714521600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2024,5,1]],"date-time":"2024-05-01T00:00:00Z","timestamp":1714521600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2024,5,1]],"date-time":"2024-05-01T00:00:00Z","timestamp":1714521600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2024,5,1]],"date-time":"2024-05-01T00:00:00Z","timestamp":1714521600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2024,5,1]],"date-time":"2024-05-01T00:00:00Z","timestamp":1714521600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2024,5,1]],"date-time":"2024-05-01T00:00:00Z","timestamp":1714521600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,5,1]],"date-time":"2024-05-01T00:00:00Z","timestamp":1714521600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"content-domain":{"domain":["clinicalkey.com","clinicalkey.com.au","clinicalkey.es","clinicalkey.fr","clinicalkey.jp","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["World Neurosurgery"],"published-print":{"date-parts":[[2024,5]]},"DOI":"10.1016\/j.wneu.2024.02.112","type":"journal-article","created":{"date-parts":[[2024,2,25]],"date-time":"2024-02-25T00:07:08Z","timestamp":1708819628000},"page":"e691-e699","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":6,"special_numbering":"C","title":["Deep Learning Prediction of Cervical Spine Surgery Revision Outcomes Using Standard Laboratory and Operative Variables"],"prefix":"10.1016","volume":"185","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7633-0450","authenticated-orcid":false,"given":"Ethan","family":"Schonfeld","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5325-2664","authenticated-orcid":false,"given":"Aaryan","family":"Shah","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2666-0608","authenticated-orcid":false,"given":"Thomas Michael","family":"Johnstone","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Adrian","family":"Rodrigues","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Garret K.","family":"Morris","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6417-1787","authenticated-orcid":false,"given":"Martin N.","family":"Stienen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anand","family":"Veeravagu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.wneu.2024.02.112_bib1","doi-asserted-by":"crossref","first-page":"476","DOI":"10.1097\/BRS.0000000000000165","article-title":"Current trends in demographics, practice, and in-hospital outcomes in cervical spine surgery: a national database analysis between 2002 and 2011","volume":"39","author":"Marquez-Lara","year":"2014","journal-title":"Spine"},{"key":"10.1016\/j.wneu.2024.02.112_bib2","doi-asserted-by":"crossref","first-page":"1022","DOI":"10.1016\/j.spinee.2017.10.072","article-title":"Trends in resource utilization and rate of cervical disc arthroplasty and anterior cervical discectomy and fusion throughout the United States from 2006 to 2013","volume":"18","author":"Saifi","year":"2018","journal-title":"Spine J Off J North Am Spine Soc"},{"key":"10.1016\/j.wneu.2024.02.112_bib3","doi-asserted-by":"crossref","first-page":"955","DOI":"10.1097\/BRS.0b013e31819e2fd5","article-title":"Trends and variations in cervical spine surgery in the United States: Medicare beneficiaries, 1992 to 2005","volume":"34","author":"Wang","year":"2009","journal-title":"Spine"},{"key":"10.1016\/j.wneu.2024.02.112_bib4","doi-asserted-by":"crossref","first-page":"E906","DOI":"10.1097\/BRS.0000000000001999","article-title":"Trends in utilization and cost of cervical spine surgery using the national inpatient sample database, 2001 to 2013","volume":"42","author":"Liu","year":"2017","journal-title":"Spine"},{"key":"10.1016\/j.wneu.2024.02.112_bib5","doi-asserted-by":"crossref","first-page":"667","DOI":"10.1007\/s00586-022-07465-8","article-title":"Trends in use, outcomes, and revision procedures of anterior cervical disc replacement in the United States: a premiere database analysis from 2006\u20132019","volume":"32","author":"Oezel","year":"2023","journal-title":"Eur Spine J"},{"key":"10.1016\/j.wneu.2024.02.112_bib6","article-title":"Trends in posterior cervical fusion for deformity in the United States from 2000 to 2017","volume":"1","author":"Safaee","year":"2020","journal-title":"Neurosurg Pract"},{"key":"10.1016\/j.wneu.2024.02.112_bib7","doi-asserted-by":"crossref","first-page":"1637","DOI":"10.1097\/BRS.0000000000004481","article-title":"Comparison of deep learning and classical machine learning algorithms to predict postoperative outcomes for anterior cervical discectomy and fusion procedures with state-of-the-art performance","volume":"47","author":"Rodrigues","year":"2022","journal-title":"Spine"},{"key":"10.1016\/j.wneu.2024.02.112_bib8","doi-asserted-by":"crossref","first-page":"1561","DOI":"10.1177\/21925682211049164","article-title":"Artificial learning and machine learning applications in spine surgery: a systematic review","volume":"12","author":"Lopez","year":"2022","journal-title":"Glob Spine J"},{"key":"10.1016\/j.wneu.2024.02.112_bib9","doi-asserted-by":"crossref","first-page":"1422","DOI":"10.1097\/BRS.0b013e3181a03013","article-title":"Incidence, prevalence, and analysis of risk factors for surgical site infection following adult spinal surgery","volume":"34","author":"Pull ter Gunne","year":"2009","journal-title":"Spine"},{"issue":"2 Suppl","key":"10.1016\/j.wneu.2024.02.112_bib10","doi-asserted-by":"crossref","first-page":"149","DOI":"10.3171\/spi.2003.98.2.0149","article-title":"Risk factors for surgical site infection in spinal surgery","volume":"98","author":"Olsen","year":"2003","journal-title":"J\u00a0Neurosurg"},{"key":"10.1016\/j.wneu.2024.02.112_bib11","doi-asserted-by":"crossref","first-page":"463","DOI":"10.4184\/asj.2017.11.3.463","article-title":"Outcomes of revision surgery following instrumented posterolateral fusion in degenerative lumbar spinal stenosis: a comparative analysis between pseudarthrosis and adjacent segment disease","volume":"11","author":"Suh","year":"2017","journal-title":"Asian Spine J"},{"key":"10.1016\/j.wneu.2024.02.112_bib12","doi-asserted-by":"crossref","first-page":"582","DOI":"10.1097\/SLA.0000000000005348","article-title":"Integrated single-cell and plasma proteomic modeling to predict surgical site complications: a prospective cohort study","volume":"275","author":"Rumer","year":"2022","journal-title":"Ann Surg"},{"key":"10.1016\/j.wneu.2024.02.112_bib13","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1097\/BRS.0000000000004416","article-title":"Validation of adult spinal deformity surgical outcome prediction tools in adult symptomatic lumbar scoliosis","volume":"48","author":"Wondra","year":"2023","journal-title":"Spine"},{"key":"10.1016\/j.wneu.2024.02.112_bib14","doi-asserted-by":"crossref","first-page":"1583","DOI":"10.1007\/s00586-013-2817-2","article-title":"Anterior approach versus posterior approach for the treatment of multilevel cervical spondylotic myelopathy: a systemic review and meta-analysis","volume":"22","author":"Zhu","year":"2013","journal-title":"Eur Spine J"},{"key":"10.1016\/j.wneu.2024.02.112_bib15","doi-asserted-by":"crossref","first-page":"372","DOI":"10.4184\/asj.2018.12.2.372","article-title":"Failed back surgery syndrome: a review article","volume":"12","author":"Daniell","year":"2018","journal-title":"Asian Spine J"},{"key":"10.1016\/j.wneu.2024.02.112_bib16","doi-asserted-by":"crossref","first-page":"536","DOI":"10.2106\/JBJS.14.01126","article-title":"Predictors of revision surgical procedure excluding wound complications in adult spinal deformity and impact on patient-reported outcomes and satisfaction: a two-year follow-up","volume":"98","author":"Passias","year":"2016","journal-title":"JBJS"},{"key":"10.1016\/j.wneu.2024.02.112_bib17","doi-asserted-by":"crossref","DOI":"10.1097\/MD.0000000000005395","article-title":"Impact of iron deficiency anemia on the function of the immune system in children","volume":"95","author":"Hassan","year":"2016","journal-title":"Medicine (Baltim)"},{"key":"10.1016\/j.wneu.2024.02.112_bib18","doi-asserted-by":"crossref","first-page":"156","DOI":"10.3389\/fphar.2014.00156","article-title":"The role of iron in the skin and cutaneous wound healing","volume":"5","author":"Wright","year":"2014","journal-title":"Front Pharmacol"},{"key":"10.1016\/j.wneu.2024.02.112_bib19","article-title":"Nutritional aspects of bone health and fracture healing","volume":"2017","author":"Karpouzos","year":"2017","journal-title":"J\u00a0Osteoporos"},{"key":"10.1016\/j.wneu.2024.02.112_bib20","doi-asserted-by":"crossref","first-page":"1786","DOI":"10.3390\/ijms23031786","article-title":"Interplay between inflammation and pathological bone resorption: insights into recent mechanisms and pathways in related diseases for future perspectives","volume":"23","author":"Terkawi","year":"2022","journal-title":"Int J Mol Sci"},{"issue":"1suppl","key":"10.1016\/j.wneu.2024.02.112_bib21","doi-asserted-by":"crossref","first-page":"79S","DOI":"10.1177\/2192568220959037","article-title":"Prediction models in degenerative spine surgery: a systematic review","volume":"11","author":"Lubelski","year":"2021","journal-title":"Glob Spine J"},{"key":"10.1016\/j.wneu.2024.02.112_bib22","doi-asserted-by":"crossref","first-page":"E5","DOI":"10.3171\/2019.2.FOCUS18723","article-title":"Machine learning-based preoperative predictive analytics for lumbar spinal stenosis","volume":"46","author":"Siccoli","year":"2019","journal-title":"Neurosurg Focus"},{"key":"10.1016\/j.wneu.2024.02.112_bib23","doi-asserted-by":"crossref","first-page":"104","DOI":"10.1093\/neuros\/nyx343","article-title":"Preoperative nomograms predict patient-specific cervical spine surgery clinical and quality of life outcomes","volume":"83","author":"Lubelski","year":"2018","journal-title":"Neurosurgery"},{"key":"10.1016\/j.wneu.2024.02.112_bib24","doi-asserted-by":"crossref","first-page":"2125","DOI":"10.1007\/s00586-022-07306-8","article-title":"Development of a machine-learning based model for predicting multidimensional outcome after surgery for degenerative disorders of the spine","volume":"31","author":"M\u00fcller","year":"2022","journal-title":"Eur Spine J"},{"key":"10.1016\/j.wneu.2024.02.112_bib25","doi-asserted-by":"crossref","first-page":"853","DOI":"10.1016\/j.spinee.2018.11.009","article-title":"Deep learning-based preoperative predictive analytics for patient-reported outcomes following lumbar discectomy: feasibility of center-specific modeling","volume":"19","author":"Staartjes","year":"2019","journal-title":"Spine J"},{"key":"10.1016\/j.wneu.2024.02.112_bib26","first-page":"44","article-title":"Intraoperative CT-guided navigation versus fluoroscopy for percutaneous pedicle screw placement in 192 patients: a comparative analysis","volume":"23","author":"La Rocca","year":"2022","journal-title":"J\u00a0Orthop Traumatol"},{"key":"10.1016\/j.wneu.2024.02.112_bib27","doi-asserted-by":"crossref","first-page":"9","DOI":"10.2147\/RSRR.S190720","article-title":"Robotic-assisted spine surgery: history, efficacy, cost, and future trends","volume":"6","author":"D\u2019Souza","year":"2019","journal-title":"Robot Surg Res Rev"},{"key":"10.1016\/j.wneu.2024.02.112_bib28","doi-asserted-by":"crossref","first-page":"66","DOI":"10.3171\/2022.7.SPINE22473","article-title":"Spinal robotics in cervical spine surgery: a systematic review with key concepts and technical considerations","volume":"38","author":"Beyer","year":"2022","journal-title":"J\u00a0Neurosurg Spine"}],"container-title":["World Neurosurgery"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1878875024003255?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1878875024003255?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,6,12]],"date-time":"2025-06-12T00:59:17Z","timestamp":1749689957000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1878875024003255"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,5]]},"references-count":28,"alternative-id":["S1878875024003255"],"URL":"https:\/\/doi.org\/10.1016\/j.wneu.2024.02.112","relation":{},"ISSN":["1878-8750"],"issn-type":[{"value":"1878-8750","type":"print"}],"subject":[],"published":{"date-parts":[[2024,5]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Deep Learning Prediction of Cervical Spine Surgery Revision Outcomes Using Standard Laboratory and Operative Variables","name":"articletitle","label":"Article Title"},{"value":"World Neurosurgery","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.wneu.2024.02.112","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2024 Elsevier Inc. All rights reserved.","name":"copyright","label":"Copyright"}]}}