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Call for Papers:Vol.11 Issue.4

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Title: :  Prediction of Blood Lactate Levels in Children After Cardiac Surgery Using Machine Learning Technique
PaperId: :  26271
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 2 2025
DUI:    16.0415/IJARIIE-26271
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Dr. Khatal Sunil SudamSharadchandra Pawar College of Engineering, Otur
Shweta Kiran Thorve Sharadchandra Pawar College of Engineering, Otur
Dipti Baban MuleSharadchandra Pawar College of Engineering, Otur
Shamal Bhavsaheb Dere Sharadchandra Pawar College of Engineering, Otur

Abstract

Computer Engineering
Blood Lactate, Cardiac Surgery, Machine Learning
Elevated blood lactate levels following cardiac surgery in children are often indicative of inadequate tissue perfusion and can signal the onset of critical post-operative complications. Early identification of patients at risk through predictive modeling can significantly improve clinical decision-making and outcomes. This study explores the application of machine learning algorithms to predict blood lactate levels in pediatric patients after cardiac surgery. By analyzing pre-operative, intra-operative, and early post-operative clinical data, various models are trained to estimate lactate concentrations and identify high-risk cases. Techniques such as regression and classification algorithms, including Random Forest, Support Vector Machines, and Gradient Boosting, are evaluated for performance. The model's accuracy is validated using standard metrics like Mean Absolute Error (MAE), Root Mean Square Error (RMSE), and ROC-AUC where applicable. Results demonstrate that machine learning can serve as a reliable tool in predicting post-operative lactate levels, offering a non-invasive approach to support timely interventions in pediatric cardiac care

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IJARIIE Dr. Khatal Sunil Sudam, Shweta Kiran Thorve , Dipti Baban Mule, and Shamal Bhavsaheb Dere . "Prediction of Blood Lactate Levels in Children After Cardiac Surgery Using Machine Learning Technique" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 2 2025 Page 2581-2586
MLA Dr. Khatal Sunil Sudam, Shweta Kiran Thorve , Dipti Baban Mule, and Shamal Bhavsaheb Dere . "Prediction of Blood Lactate Levels in Children After Cardiac Surgery Using Machine Learning Technique." International Journal Of Advance Research And Innovative Ideas In Education 11.2(2025) : 2581-2586.
APA Dr. Khatal Sunil Sudam, Shweta Kiran Thorve , Dipti Baban Mule, & Shamal Bhavsaheb Dere . (2025). Prediction of Blood Lactate Levels in Children After Cardiac Surgery Using Machine Learning Technique. International Journal Of Advance Research And Innovative Ideas In Education, 11(2), 2581-2586.
Chicago Dr. Khatal Sunil Sudam, Shweta Kiran Thorve , Dipti Baban Mule, and Shamal Bhavsaheb Dere . "Prediction of Blood Lactate Levels in Children After Cardiac Surgery Using Machine Learning Technique." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 2 (2025) : 2581-2586.
Oxford Dr. Khatal Sunil Sudam, Shweta Kiran Thorve , Dipti Baban Mule, and Shamal Bhavsaheb Dere . 'Prediction of Blood Lactate Levels in Children After Cardiac Surgery Using Machine Learning Technique', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, 2025, p. 2581-2586. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Prediction_of_Blood_Lactate_Levels_in_Children_After_Cardiac_Surgery_Using_Machine_Learning_Technique_ijariie26271.pdf (Accessed : ).
Harvard Dr. Khatal Sunil Sudam, Shweta Kiran Thorve , Dipti Baban Mule, and Shamal Bhavsaheb Dere . (2025) 'Prediction of Blood Lactate Levels in Children After Cardiac Surgery Using Machine Learning Technique', International Journal Of Advance Research And Innovative Ideas In Education, 11(2), pp. 2581-2586IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Prediction_of_Blood_Lactate_Levels_in_Children_After_Cardiac_Surgery_Using_Machine_Learning_Technique_ijariie26271.pdf (Accessed : )
IEEE Dr. Khatal Sunil Sudam, Shweta Kiran Thorve , Dipti Baban Mule, and Shamal Bhavsaheb Dere , "Prediction of Blood Lactate Levels in Children After Cardiac Surgery Using Machine Learning Technique," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, pp. 2581-2586, Mar-App 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Prediction_of_Blood_Lactate_Levels_in_Children_After_Cardiac_Surgery_Using_Machine_Learning_Technique_ijariie26271.pdf [Accessed : ].
Turabian Dr. Khatal Sunil Sudam, Shweta Kiran Thorve , Dipti Baban Mule, and Shamal Bhavsaheb Dere . "Prediction of Blood Lactate Levels in Children After Cardiac Surgery Using Machine Learning Technique." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 2 ().
Vancouver Dr. Khatal Sunil Sudam, Shweta Kiran Thorve , Dipti Baban Mule, and Shamal Bhavsaheb Dere . Prediction of Blood Lactate Levels in Children After Cardiac Surgery Using Machine Learning Technique. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(2) : 2581-2586. Available from: https://ijariie.com/AdminUploadPdf/Prediction_of_Blood_Lactate_Levels_in_Children_After_Cardiac_Surgery_Using_Machine_Learning_Technique_ijariie26271.pdf
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