{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,17]],"date-time":"2026-04-17T17:27:50Z","timestamp":1776446870441,"version":"3.51.2"},"reference-count":34,"publisher":"Elsevier BV","issue":"6","license":[{"start":{"date-parts":[[2023,12,1]],"date-time":"2023-12-01T00:00:00Z","timestamp":1701388800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2023,12,1]],"date-time":"2023-12-01T00:00:00Z","timestamp":1701388800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"}],"funder":[{"DOI":"10.13039\/100014103","name":"Key Technology Research and Development Program of Shandong Province","doi-asserted-by":"publisher","award":["2021CXGC011301"],"award-info":[{"award-number":["2021CXGC011301"]}],"id":[{"id":"10.13039\/100014103","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["clinicalkey.com","clinicalkey.com.au","painmanagementnursing.org","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Pain Management Nursing"],"published-print":{"date-parts":[[2023,12]]},"DOI":"10.1016\/j.pmn.2023.04.008","type":"journal-article","created":{"date-parts":[[2023,5,6]],"date-time":"2023-05-06T07:51:21Z","timestamp":1683359481000},"page":"627-633","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":15,"title":["Construction and Validation of Machine Learning Algorithms to Predict Chronic Post-Surgical Pain Among Patients Undergoing Total Knee Arthroplasty"],"prefix":"10.1016","volume":"24","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2845-9748","authenticated-orcid":false,"given":"Zeping","family":"Yan","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mengqi","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoli","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiurui","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1799-6911","authenticated-orcid":false,"given":"Zhiwei","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jian","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shicai","family":"Wu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaorong","family":"Luan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"issue":"3","key":"10.1016\/j.pmn.2023.04.008_bib0001","doi-asserted-by":"crossref","first-page":"704","DOI":"10.1016\/j.arth.2017.10.035","article-title":"Does a program based on cognitive behavioral therapy affect kinesiophobia in patients following total knee arthroplasty? A randomized, controlled trial with a 6-month follow-up","volume":"33","author":"Cai","year":"2018","journal-title":"Journal of Arthroplasty"},{"issue":"6","key":"10.1016\/j.pmn.2023.04.008_bib0002","doi-asserted-by":"crossref","first-page":"1116","DOI":"10.1016\/j.arth.2019.01.076","article-title":"Cross-cultural adaptation, reliability, and validity of the Chinese version of the Tampa Scale for Kinesiophobia-11 among patients who have undergone total knee arthroplasty","volume":"34","author":"Cai","year":"2019","journal-title":"Journal of Arthroplasty"},{"issue":"17-18","key":"10.1016\/j.pmn.2023.04.008_bib0003","doi-asserted-by":"crossref","first-page":"3222","DOI":"10.1111\/jocn.14888","article-title":"Knee joint function, walking ability and quality of life within 6 weeks after total knee arthroplasty: A prospective cohort study","volume":"28","author":"Chang","year":"2019","journal-title":"Journal of Clinical Nursing"},{"issue":"7","key":"10.1016\/j.pmn.2023.04.008_bib0004","first-page":"721","article-title":"Correlation between preoperative pain catastrophizing and chronic post-surgical pain after total knee arthroplasty","volume":"38","author":"Chen","year":"2022","journal-title":"Journal of Clinical Anesthestology"},{"issue":"10289","key":"10.1016\/j.pmn.2023.04.008_bib0005","doi-asserted-by":"crossref","first-page":"2082","DOI":"10.1016\/S0140-6736(21)00393-7","article-title":"Chronic pain: an update on burden, best practices, and new advances","volume":"397","author":"Cohen","year":"2021","journal-title":"Lancet"},{"issue":"7","key":"10.1016\/j.pmn.2023.04.008_bib0006","doi-asserted-by":"crossref","first-page":"1562","DOI":"10.1007\/s00167-012-2238-5","article-title":"Influence of kinesiophobia and catastrophizing on pain and disability in anterior knee pain patients","volume":"21","author":"Domenech","year":"2013","journal-title":"Knee Surgery, Sports Traumatology, Arthroscopy"},{"issue":"1","key":"10.1016\/j.pmn.2023.04.008_bib0007","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/j.pmn.2017.10.014","article-title":"Relaxation therapy with guided imagery for postoperative pain management: An integrative review","volume":"20","author":"Felix","year":"2019","journal-title":"Pain Management Nursing"},{"issue":"11","key":"10.1016\/j.pmn.2023.04.008_bib0008","doi-asserted-by":"crossref","first-page":"3417","DOI":"10.1007\/s00167-016-4201-3","article-title":"Kinesiophobia and depression affect total knee arthroplasty outcome in a multivariate analysis of psychological and physical factors on 200 patients","volume":"25","author":"Filardo","year":"2017","journal-title":"Knee Surgery, Sports Traumatology, Arthroscopy"},{"issue":"8","key":"10.1016\/j.pmn.2023.04.008_bib0009","doi-asserted-by":"crossref","first-page":"715","DOI":"10.1016\/j.jpain.2012.03.009","article-title":"The economic costs of pain in the United States","volume":"13","author":"Gaskin","year":"2012","journal-title":"Journal of Pain"},{"issue":"10180","key":"10.1016\/j.pmn.2023.04.008_bib0010","doi-asserted-by":"crossref","first-page":"1537","DOI":"10.1016\/S0140-6736(19)30352-6","article-title":"Transition from acute to chronic pain after surgery","volume":"393","author":"Glare","year":"2019","journal-title":"Lancet"},{"key":"10.1016\/j.pmn.2023.04.008_bib0011","first-page":"72","article-title":"The relationship between pain, muscle strength and lower extremity function in patients with knee osteoarthritis","volume":"4","author":"G\u00fcnay U\u00e7urum","year":"2020","journal-title":"Journal of Basic and Clinical Health Sciences"},{"issue":"11","key":"10.1016\/j.pmn.2023.04.008_bib0012","doi-asserted-by":"crossref","first-page":"2461","DOI":"10.1007\/s00264-022-05542-7","article-title":"Pain catastrophizing and pre-operative psychological state are predictive of chronic pain after joint arthroplasty of the hip, knee or shoulder: results of a prospective, comparative study at one year follow-up","volume":"46","author":"Hardy","year":"2022","journal-title":"International Orthopaedics"},{"issue":"2","key":"10.1016\/j.pmn.2023.04.008_bib0013","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1016\/S0304-3959(99)00101-3","article-title":"Comparative reliability and validity of chronic pain intensity measures","volume":"83","author":"Jensen","year":"1999","journal-title":"Pain"},{"issue":"7","key":"10.1016\/j.pmn.2023.04.008_bib0014","doi-asserted-by":"crossref","first-page":"3205","DOI":"10.3390\/app11073205","article-title":"Machine learning in chronic pain research: A Scoping Review","volume":"11","author":"Jenssen","year":"2021","journal-title":"Applied Sciences"},{"key":"10.1016\/j.pmn.2023.04.008_bib0015","doi-asserted-by":"crossref","first-page":"S50","DOI":"10.1097\/j.pain.0000000000000809","article-title":"Transition from acute to chronic pain after surgery","volume":"158","author":"Lavand'homme","year":"2017","journal-title":"Pain"},{"issue":"4","key":"10.1016\/j.pmn.2023.04.008_bib0016","doi-asserted-by":"crossref","first-page":"541","DOI":"10.1016\/j.pmn.2021.11.011","article-title":"Impact of pain on postoperative recovery and participation in care following knee arthroplasty surgery: A qualitative descriptive study","volume":"23","author":"Keast","year":"2022","journal-title":"Pain Management Nursing"},{"issue":"11","key":"10.1016\/j.pmn.2023.04.008_bib0017","doi-asserted-by":"crossref","first-page":"3372","DOI":"10.1016\/j.arth.2018.07.028","article-title":"Predictive factors for developing chronic pain after total knee arthroplasty","volume":"33","author":"Kim","year":"2018","journal-title":"Journal of Arthroplasty"},{"issue":"11","key":"10.1016\/j.pmn.2023.04.008_bib0018","first-page":"11","article-title":"Predictive model and risk analysis for diabetic retinopathy using machine learning: a retrospective cohort study in China","author":"Li","year":"2021","journal-title":"BMJ Open"},{"key":"10.1016\/j.pmn.2023.04.008_bib0019","doi-asserted-by":"crossref","first-page":"7885","DOI":"10.2147\/IJGM.S337170","article-title":"Predictors of chronic postsurgical pain in elderly patients undergoing hip arthroplasty: A multi-center retrospective cohort study","volume":"14","author":"Lu","year":"2021","journal-title":"International Journal of General Medicine"},{"issue":"12","key":"10.1016\/j.pmn.2023.04.008_bib0020","doi-asserted-by":"crossref","first-page":"2767","DOI":"10.1007\/s00264-019-04370-6","article-title":"Social determinants associated to chronic pain after total knee arthroplasty","volume":"43","author":"N\u00fa\u00f1ez-Cort\u00e9s","year":"2019","journal-title":"International Orthopaedics"},{"issue":"7","key":"10.1016\/j.pmn.2023.04.008_bib0022","doi-asserted-by":"crossref","DOI":"10.1001\/jamanetworkopen.2022.19636","article-title":"Factors correlated with physical function 1 year after total knee arthroplasty in patients with knee osteoarthritis a systematic review and meta-analysis","volume":"5","author":"Olsen","year":"2022","journal-title":"JAMA Network Open"},{"issue":"6","key":"10.1016\/j.pmn.2023.04.008_bib0023","first-page":"544","article-title":"Feasibility of machine learning and logistic regression algorithms to predict outcome in orthopaedic trauma surgery","volume":"104","author":"Oosterhoff","year":"2022","journal-title":"Journal of Bone and Joint Surgery (American Volume)"},{"issue":"1","key":"10.1016\/j.pmn.2023.04.008_bib0024","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1097\/j.pain.0000000000001413","article-title":"The IASP classification of chronic pain for ICD-11: chronic postsurgical or posttraumatic pain","volume":"160","author":"Schug","year":"2019","journal-title":"Pain"},{"issue":"11","key":"10.1016\/j.pmn.2023.04.008_bib0025","doi-asserted-by":"crossref","first-page":"1230","DOI":"10.3390\/medicina57111230","article-title":"Machine learning approaches to predict chronic lower back pain in people aged over 50 years","volume":"57","author":"Shim","year":"2021","journal-title":"Medicina (Kaunas, Lithuania)"},{"issue":"11","key":"10.1016\/j.pmn.2023.04.008_bib0026","doi-asserted-by":"crossref","DOI":"10.1001\/jamanetworkopen.2019.15105","article-title":"Association of early postoperative pain trajectories with longer-term pain outcome after Primary total knee arthroplasty","volume":"2","author":"Singh","year":"2019","journal-title":"JAMA Network Open"},{"issue":"1","key":"10.1016\/j.pmn.2023.04.008_bib0027","first-page":"37","article-title":"A comparative analysis of the clinical utility of the Staffelstein-score and the hospital for special surgery knee score (HSS) in monitoring physiotherapy of total knee replacement patients\u2013preliminary study","volume":"11","author":"S\u0142upik","year":"2009","journal-title":"Ortopedia, Traumatologia, Rehabilitacja"},{"issue":"3","key":"10.1016\/j.pmn.2023.04.008_bib0028","doi-asserted-by":"crossref","first-page":"434","DOI":"10.1007\/s00540-018-2481-0","article-title":"Prevalence of chronic postsurgical pain after thoracotomy and total knee arthroplasty: A retrospective multicenter study in Japan","volume":"32","author":"Sugiyama","year":"2018","journal-title":"Journal of Anesthesia"},{"issue":"4","key":"10.1016\/j.pmn.2023.04.008_bib0029","doi-asserted-by":"crossref","first-page":"524","DOI":"10.1037\/1040-3590.7.4.524","article-title":"The pain catastrophizing scale: Development and validation","volume":"7","author":"Sullivan","year":"1995","journal-title":"Psychological Assessment"},{"issue":"3","key":"10.1016\/j.pmn.2023.04.008_bib0030","doi-asserted-by":"crossref","first-page":"264","DOI":"10.1097\/MRR.0b013e3283352126","article-title":"Lower limbs function and pain relationships after unilateral total knee arthroplasty","volume":"33","author":"Tali","year":"2010","journal-title":"International Journal of Rehabilitation Research"},{"issue":"3","key":"10.1016\/j.pmn.2023.04.008_bib0031","doi-asserted-by":"crossref","first-page":"155","DOI":"10.3344\/kjp.2018.31.3.155","article-title":"Chronic postsurgical pain: Current evidence for prevention and management","volume":"31","author":"Thapa","year":"2018","journal-title":"Korean Journal of Pain"},{"issue":"6","key":"10.1016\/j.pmn.2023.04.008_bib0032","doi-asserted-by":"crossref","first-page":"710","DOI":"10.1093\/aje\/kwk052","article-title":"Relaxing the rule of ten events per variable in logistic and Cox regression","volume":"165","author":"Vittinghoff","year":"2007","journal-title":"American Journal of Epidemiology"},{"issue":"8","key":"10.1016\/j.pmn.2023.04.008_bib0033","doi-asserted-by":"crossref","first-page":"461","DOI":"10.1302\/2058-5241.3.180004","article-title":"Chronic pain after total knee arthroplasty","volume":"3","author":"Wylde","year":"2018","journal-title":"EFORT Open Reviews"},{"issue":"11","key":"10.1016\/j.pmn.2023.04.008_bib0034","doi-asserted-by":"crossref","first-page":"1795","DOI":"10.1002\/acr.22050","article-title":"Assessment of Chronic Postsurgical Pain After Knee Replacement: A Systematic Review","volume":"65","author":"Wylde","year":"2013","journal-title":"Arthritis Care & Research"},{"issue":"3","key":"10.1016\/j.pmn.2023.04.008_bib0035","first-page":"174","article-title":"Measuring optimistic self-beliefs: A Chinese adaptation of the General Self-Efficacy Scale","volume":"38","author":"Zhang","year":"1995","journal-title":"Psychologia"}],"container-title":["Pain Management Nursing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1524904223000930?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1524904223000930?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T17:47:33Z","timestamp":1761500853000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1524904223000930"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,12]]},"references-count":34,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2023,12]]}},"alternative-id":["S1524904223000930"],"URL":"https:\/\/doi.org\/10.1016\/j.pmn.2023.04.008","relation":{},"ISSN":["1524-9042"],"issn-type":[{"value":"1524-9042","type":"print"}],"subject":[],"published":{"date-parts":[[2023,12]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Construction and Validation of Machine Learning Algorithms to Predict Chronic Post-Surgical Pain Among Patients Undergoing Total Knee Arthroplasty","name":"articletitle","label":"Article Title"},{"value":"Pain Management Nursing","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.pmn.2023.04.008","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2023 American Society for Pain Management Nursing. Published by Elsevier Inc. All rights reserved.","name":"copyright","label":"Copyright"}]}}