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Applied comparison of stepwise Cox and Cox-LASSO regression in selecting determinants of joint replacement: insights from the Geelong Osteoporosis Study.

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Title: Applied comparison of stepwise Cox and Cox-LASSO regression in selecting determinants of joint replacement: insights from the Geelong Osteoporosis Study.
Authors: Suleiman A; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia. a.suleiman@deakin.edu.au., Lotfaliany M; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia., Williams LJ; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia.; Barwon Health, VIC, 3220, Geelong, Australia., Page R; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia.; Barwon Centre for Orthopaedic Research and Education, St John of God Hospital, VIC, 3220, Geelong, Australia.; Barwon Health, VIC, 3220, Geelong, Australia., Gill S; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia.; Barwon Centre for Orthopaedic Research and Education, St John of God Hospital, VIC, 3220, Geelong, Australia.; Barwon Health, VIC, 3220, Geelong, Australia., Budehal AP; Barwon Centre for Orthopaedic Research and Education, St John of God Hospital, VIC, 3220, Geelong, Australia.; Barwon Health, VIC, 3220, Geelong, Australia., Stuart AL; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia., Pasco JA; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia.; Barwon Health, VIC, 3220, Geelong, Australia.; School of Public Health and Preventive Medicine, Monash University, VIC, 3004, Melbourne, Australia.
Source: BMC musculoskeletal disorders [BMC Musculoskelet Disord] 2026 May 29. Date of Electronic Publication: 2026 May 29.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968565 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1471-2474 (Electronic) Linking ISSN: 14712474 NLM ISO Abbreviation: BMC Musculoskelet Disord Subsets: MEDLINE
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  Data: Applied comparison of stepwise Cox and Cox-LASSO regression in selecting determinants of joint replacement: insights from the Geelong Osteoporosis Study.
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  Data: <searchLink fieldCode="AU" term="%22Suleiman+A%22">Suleiman A</searchLink>; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia. a.suleiman@deakin.edu.au.<br /><searchLink fieldCode="AU" term="%22Lotfaliany+M%22">Lotfaliany M</searchLink>; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia.<br /><searchLink fieldCode="AU" term="%22Williams+LJ%22">Williams LJ</searchLink>; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia.; Barwon Health, VIC, 3220, Geelong, Australia.<br /><searchLink fieldCode="AU" term="%22Page+R%22">Page R</searchLink>; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia.; Barwon Centre for Orthopaedic Research and Education, St John of God Hospital, VIC, 3220, Geelong, Australia.; Barwon Health, VIC, 3220, Geelong, Australia.<br /><searchLink fieldCode="AU" term="%22Gill+S%22">Gill S</searchLink>; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia.; Barwon Centre for Orthopaedic Research and Education, St John of God Hospital, VIC, 3220, Geelong, Australia.; Barwon Health, VIC, 3220, Geelong, Australia.<br /><searchLink fieldCode="AU" term="%22Budehal+AP%22">Budehal AP</searchLink>; Barwon Centre for Orthopaedic Research and Education, St John of God Hospital, VIC, 3220, Geelong, Australia.; Barwon Health, VIC, 3220, Geelong, Australia.<br /><searchLink fieldCode="AU" term="%22Stuart+AL%22">Stuart AL</searchLink>; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia.<br /><searchLink fieldCode="AU" term="%22Pasco+JA%22">Pasco JA</searchLink>; Deakin University, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Geelong, VIC, 3220, Australia.; Barwon Health, VIC, 3220, Geelong, Australia.; School of Public Health and Preventive Medicine, Monash University, VIC, 3004, Melbourne, Australia.
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  Data: <searchLink fieldCode="JN" term="%22100968565%22">BMC musculoskeletal disorders</searchLink> [BMC Musculoskelet Disord] 2026 May 29. <i>Date of Electronic Publication: </i>2026 May 29.
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              Text: 2026 May 29
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