• Filter By:
• Specialty
• Source
• Condition
• Cancer
• Infectious Disease
• Drug
• Training
• Management
• Procedure
• Therapy
• Vaccine
• Nutrition
• Country

Machine learning-driven identification of novel patient factors for prediction of major complications after posterior cervical spinal fusion
ConclusionWe report an ensemble ML model for prediction of major complications and readmission after posterior cervical fusion with a modest risk prediction advantage compared to LR and benchmark ML models. Notably, the features most important to the ensemble are markedly different from those for LR, suggesting that advanced ML methods may identify novel prognostic factors for adverse outcomes after posterior cervical fusion.
Source: European Spine Journal - August 15, 2021 Category: Orthopaedics Source Type: research

Perioperative stroke in patients undergoing elective spinal surgery: a retrospective analysis using the Japanese diagnosis procedure combination database
Conclusions: Perioperative stroke occurred in 0.22 % of patients undergoing spinal surgery. Resection of a spinal cord tumor was associated with increased risk of perioperative stroke as well as advanced age, comorbidities at admission, cervical spine surgery, surgery in a teaching hospital, and length of stay.
Source: BMC Musculoskeletal Disorders - October 2, 2015 Category: Orthopaedics Authors: Junichi OhyaHirotaka ChikudaTakeshi OichiHiromasa HoriguchiKatsushi TakeshitaSakae TanakaHideo Yasunaga Source Type: research