Comparison of the Predicting Performance for Fate of Medial Meniscus Posterior Root Tear Based on Treatment Strategies: A Comparison between Logistic Regression, Gradient Boosting, and CNN Algorithms
Jae-Ik Lee; Dong-Hyun Kim; Hyun-Jin Yoo; Han-Gyeol Choi; Yong-Seuk Lee · 2021 · Diagnostics
WASTE classifies this as Negative / Null Result Report · AI classification, approximate
The study found no significant effect — useful as a negative control or null benchmark for your own design.
Abstract
This study aimed to validate the accuracy and prediction performance of machine learning (ML), deep learning (DL), and logistic regression methods in the treatment of medial meniscus posterior root tears (MMPRT). From July 2003 to May 2018, 640 patients diagnosed with MMPRT were included. First, the affecting factors for the surgery were evaluated using statistical analysis. Second, AI technology was introduced using X-ray and MRI. Finally, the accuracy and prediction performance were compared between ML&DL and logistic regression methods. Affecting factors of the logistic regression method co
Abstract by Jae-Ik Lee; Dong-Hyun Kim; Hyun-Jin Yoo; Han-Gyeol Choi; Yong-Seuk Lee, Diagnostics (2021) — licensed CC BY 4.0.
About to run something similar?
Run an AI Precheck on your own design to catch failure modes like this one before you spend the time. Your first desk check is free.
Related failures
MULLIGAN VERSUS MAITLAND MOBILIZATION ON THORACIC KYPHOTIC ANGLE IN POSTURAL KYPHOSIS
Negative / Null Result ReportRelationship between Dietary Acid Load and Glioma: A Case-Control Study
Negative / Null Result ReportTUDCA promotes intracellular clearance of Burkholderia pseudomallei by inhibiting endoplasmic reticulum stress-induced apoptosis in RAW264.7 cells
Negative / Null Result ReportEffect of High-Intensity Focused Ultrasound on sleep quality measures in obese doubled chin women: a randomized controlled trial
Negative / Null Result ReportDo Preferred Risk Formats Lead to Better Understanding? A Multicenter Controlled Trial on Communicating Familial Breast Cancer Risks Using Different Risk Formats
Negative / Null Result ReportThe Effect of Combined Exercise Training and Feroglobin Supplementation on Serum Iron and Lipid Profile in Women with Iron Deficiency Anemia
WASTE indexes this work — it does not host or republish it. Failure-type classification is automated and approximate.
Metadata source: DOAJ · DOI 10.3390/diagnostics11071225