{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,16]],"date-time":"2026-09-16T02:21:42Z","timestamp":1789525302896,"version":"build-2803163510"},"reference-count":37,"publisher":"SAGE Publications","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-nc\/4.0\/"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Geriatr Orthop Surg Rehabil"],"published-print":{"date-parts":[[2026,6]]},"abstract":"<jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Distal radius fractures (DRFs) are the most common upper-extremity fractures in older adults. Frailty may modulate postoperative risk, but the comparative prognostic value of widely used frailty indices in DRF surgery is unclear.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>To compare the 5-item modified Frailty Index (mFI-5), Clinical Frailty Scale (CFS), and Charlson Comorbidity Index (CCI) for predicting complications and functional outcomes after DRF surgery in patients \u226565 years, and to assess whether machine learning (ML) enhances risk stratification.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>We retrospectively analyzed 562 patients (mean age 75.1\u00b14.9 years; 71.7% female) undergoing open reduction and internal fixation (67.1%), closed reduction percutaneous pinning (21.2%), or external fixation (11.7%), with \u226512 months of follow-up. Preoperative mFI-5, CFS, and CCI were collected. The primary endpoint was any postoperative complication (composite of surgical site infection, wound dehiscence, loss of reduction, tendon injury, nonunion\/malunion, hardware failure, reoperation, 30-\/90-day readmission, venous thromboembolism, and complex regional pain syndrome). Functional outcomes were DASH, PRWE, grip strength, and return to activities of daily living (ADLs). Logistic and Cox regression were used. Exploratory ML models (random forest, gradient boosting) employed 5-fold cross-validation, an 80\/20 train\u2013test split, and isotonic calibration.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>Over 17.9\u00b14.5 months, 195 of 562 patients (34.8%) developed \u22651 complication. mFI-5 \u22652 was associated with higher complication rates (38.2% vs 31.9%) and worse 6-month disability (DASH 55.4 vs 44.5; PRWE 47.9 vs 36.4; all p&lt;0.001). CFS \u22654 predicted lower 12-month grip strength recovery (67.8% vs 74.1%) and reduced ADL return (65.9% vs 78.6%). Discrimination for complications was modest (AUCs: mFI-5 0.552; CFS 0.534; CCI 0.507). ML substantially improved performance (gradient boosting AUC 0.878; random forest AUC 0.812) with superior calibration.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>mFI-5, CFS, and CCI are associated with postoperative complications and functional recovery after DRF surgery but have limited individual discriminative power. ML-based multivariable models achieve markedly better risk stratification and may support more accurate preoperative counseling and personalized perioperative management.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1177\/21514593261461137","type":"journal-article","created":{"date-parts":[[2026,6,16]],"date-time":"2026-06-16T20:53:31Z","timestamp":1781643211000},"update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":1,"title":["Predictive Performance of Frailty Indices for Complications and Functional Recovery After Distal Radius Fracture Surgery in Patients Aged \u226565 years"],"prefix":"10.1177","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3709-558X","authenticated-orcid":false,"given":"Ekrem","family":"\u00d6zdemir","sequence":"first","affiliation":[{"name":"Erzurum City Hospital"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fatih Emre","family":"Topsakal","sequence":"additional","affiliation":[{"name":"Erzurum City Hospital"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nasuhi","family":"Altay","sequence":"additional","affiliation":[{"name":"Erzurum City Hospital"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ay\u015fe G\u00fczin","family":"\u00d6zdemir","sequence":"additional","affiliation":[{"name":"Erzurum City Hospital"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2026,6,16]]},"reference":[{"key":"e_1_3_7_2_2","doi-asserted-by":"publisher","DOI":"10.1186\/s12877-022-02825-x"},{"key":"e_1_3_7_3_2","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2020.3497"},{"key":"e_1_3_7_4_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.otsr.2022.103323"},{"key":"e_1_3_7_5_2","doi-asserted-by":"publisher","DOI":"10.1186\/s13018-025-05609-2"},{"key":"e_1_3_7_6_2","doi-asserted-by":"publisher","DOI":"10.14336\/AD.2019.1024"},{"key":"e_1_3_7_7_2","doi-asserted-by":"publisher","DOI":"10.1177\/21925682231211279"},{"key":"e_1_3_7_8_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.gerinurse.2024.08.013"},{"key":"e_1_3_7_9_2","doi-asserted-by":"publisher","DOI":"10.3171\/2015.10.SPINE14582"},{"key":"e_1_3_7_10_2","doi-asserted-by":"publisher","DOI":"10.1503\/cmaj.050051"},{"key":"e_1_3_7_11_2","doi-asserted-by":"publisher","DOI":"10.1186\/s12877-020-01801-7"},{"key":"e_1_3_7_12_2","doi-asserted-by":"publisher","DOI":"10.1186\/s12877-025-05716-z"},{"key":"e_1_3_7_13_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.injury.2024.111450"},{"key":"e_1_3_7_14_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-023-33196-x"},{"key":"e_1_3_7_15_2","doi-asserted-by":"publisher","DOI":"10.1186\/s12891-025-08849-9"},{"key":"e_1_3_7_16_2","doi-asserted-by":"publisher","DOI":"10.1016\/0021-9681(87)90171-8"},{"key":"e_1_3_7_17_2","doi-asserted-by":"publisher","DOI":"10.1186\/s12891-024-07948-3"},{"key":"e_1_3_7_18_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-019-41152-x"},{"key":"e_1_3_7_19_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhsa.2024.09.014"},{"key":"e_1_3_7_20_2","doi-asserted-by":"publisher","DOI":"10.1302\/2046-3758.71.BJR-2017-0081.R1"},{"key":"e_1_3_7_21_2","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2013.281053"},{"key":"e_1_3_7_22_2","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pmed.0040296"},{"key":"e_1_3_7_23_2","doi-asserted-by":"publisher","DOI":"10.1002\/sim.7222"},{"key":"e_1_3_7_24_2","doi-asserted-by":"publisher","DOI":"10.1097\/BOT.0000000000001063"},{"key":"e_1_3_7_25_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajic.2008.03.002"},{"key":"e_1_3_7_26_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.pain.2010.04.030"},{"issue":"2","key":"e_1_3_7_27_2","first-page":"69","article-title":"Grip and pinch strength: normative data for adults","volume":"66","author":"Mathiowetz V","year":"1985","unstructured":"Mathiowetz V, Kashman N, Volland G, Weber K, Dowe M, Rogers S. 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