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Can I read Pre-operative Mental Health Predicts Clinically Meaningful Outcomes after Osteochondral Allograft for Cartilage Defects of the Knee: A Machine Learning Analysis on EtoBox?

Pre-operative Mental Health Predicts Clinically Meaningful Outcomes after Osteochondral Allograft for Cartilage Defects of the Knee: A Machine Learning Analysis by Karnuta, Jaret (author);Haeberle, Heather (author);Owusu-Akyaw, Kwadwo (author);Nkrumah, Kwame (author);Rodeo, Scott (author);Nwachukwu, Benedict (author);Williams, Riley (author);Ramkumar, Prem (author) is a Medicine article available to read on EtoBox.

What is Pre-operative Mental Health Predicts Clinically Meaningful Outcomes after Osteochondral Allograft for Cartilage Defects of the Knee: A Machine Learning Analysis about?

## Objectives: Fresh osteochondral allograft transplantation (OCA) is an effective method of treating symptomatic cartilage defects of the knee. This cartilage restoration technique involves the single-stage implantation of viable, mature hyaline cartilage into chondral or osteochondral lesion. Predictive models for reaching the clinically meaningful outcome among patients undergoing OCA for cartilage lesions of the knee remain under investigation. The purpose of the study was to apply machine learning to determine which preoperative variables are predictive for achieving the minimal clinically important difference (MCID) and substantial clinical benefit (SCB) at one and two years after OCA for cartilage lesions of the knee. ## Methods: Data were analyzed for patients who underwent OCA of the knee by a two high-volume fellowship-trained cartilage surgeons before May 1, 2018. The International Knee Documentation Committee (IKDC) subjective form, Knee Outcome Survey-Activities of Daily Living (KOS-ADL), and Mental Component (MCS) and Physical Component (PCS) Summaries of the SF-36 were administered preoperatively and at one and two-years postoperatively. A total of 84 predictive mode

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Author
Karnuta, Jaret (author);Haeberle, Heather (author);Owusu-Akyaw, Kwadwo (author);Nkrumah, Kwame (author);Rodeo, Scott (author);Nwachukwu, Benedict (author);Williams, Riley (author);Ramkumar, Prem (author)
Publisher
SAGE Publications
Published
2021
Language
EN
Field
Medicine (Health Sciences)

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