Evaluating the frequency rate of hypomagnesemia in critically ill pediatric patients by using multiple regression analysis and a computer-based neural network

Critical Care Medicine

Volumn 28, Issue 10, 2000, Pages 3534-3539

  Verive, Michael J ^a   Irazuzta, Jose ^b   Steinhart, Curt M ^c   Orlowski, James P ^d   Jaimovich, David G ^a  

^a ADVOCATE CHILDREN S HOSPITAL   (United States)

^b CHILDREN S MEDICAL CENTER   (United States)

^c MEDICAL COLLEGE OF GEORGIA   (United States)

^d University Community Hospital Tampa   (United States)

Author keywords

Computer; Craniofacial anomaly; Critical care; Hypomagnesemia; Magnesium; Multiple regression analysis; Neural network; Pediatric intensive care; Scoliosis; Surgery

Indexed keywords

ALBUMIN; MAGNESIUM;

ADOLESCENT; ADULT; AGE; ARTICLE; ARTIFICIAL NEURAL NETWORK; BODY WEIGHT; CHILD; CLINICAL TRIAL; CRANIOFACIAL MALFORMATION; CRITICAL ILLNESS; FEMALE; HUMAN; HYPOMAGNESEMIA; INFANT; INTENSIVE CARE; INTENSIVE CARE UNIT; MAGNESIUM BLOOD LEVEL; MAJOR CLINICAL STUDY; MALE; MATHEMATICAL MODEL; MORBIDITY; MULTICENTER STUDY; MULTIPLE REGRESSION; NEWBORN; PATIENT MONITORING; PEDIATRICS; PRIORITY JOURNAL; SCOLIOSIS;

EID: 0033787803     PISSN: 00903493     EISSN: None     Source Type: Journal    
DOI: 10.1097/00003246-200010000-00031     Document Type: Article

References (31)

1. Normal and abnormal magnesium metabolism
2. Magnesium deficiency and excess
3. Assessment of calcium homeostasis in the critically ill surgical patient: The diagnostic pitfalls of the McLean-Hastings monogram
4. Magnesium metabolism
5. Hypomagnesemia in patients in a postoperative intensive care unit
6. Hypomagnesemia in patients entering the ICU
7. Application of neural networks to the interpretation of laboratory data in cancer diagnosis
8. An investigation of tumor 1H nuclear magnetic resonance spectra by the application of chemometric techniques
9. Artificial neural networks applied to outcome prediction for colorectal cancer patients in separate institutions
10. Nuclear grading of breast carcinoma by image analysis: Classification by multiple regression and neural network analysis
11. The use of multiple regression mathematical methods in medical diagnostic systems: A model for the evaluation of cytological smears
12. Prediction of nodal metastasis and prognosis in breast cancer: A neural model
13. Neural networks in pharmacodynamic modeling: Is the current modeling practice of complex kinetic systems at a dead end?
14. Design, theory, and applications
15. Disorders of calcium and magnesium homeostasis
16. Respiratory muscle failure
17. Magnesium deficiency and cardiac disorders
18. Digitalis toxicity and hypomagnesemia
19. Effect of magnesium on blood pressure
20. Potassium magnesium depletion in patients with cardiovascular disease
21. Magnesium deficiency in a medical ICU population
22. Hypomagnesemia and impaired parathyroid hormone secretion in chronic renal disease
23. 2+ is associated with irreversible tissue injury after brain trauma
24. Magnesium in the prevention of lethal arrhythmias in acute myocardial infarction
25. Magnesium and acute myocardial infarction: Transient hypomagnesemia not induced by renal magnesium loss in patient with acute myocardial infarction
26. Magnesium in acute myocardial infarction: Still an open question
27. The syndrome of inappropriate antidiuretic-hormone secretion following spinal fusion
28. Adaptive control of arterial blood pressure with a learning controller based on multilayer neural networks
29. Neural network analysis of DNA flow cytometry histograms
30. Introduction of a neuronal network as a tool for diagnostic analysis and classification based on experimental pathologic data