Graduate Students' Pages

Colleen M. Ennett, Ph.D.
List of Publications

Publications
TOTAL PUBLICATIONS: 31 published

Search for citations of Dr. Colleen M. Ennett on PubMed or IEEE Xplore

Articles Published in Peer-reviewed Journals
  1. Ennett CM, Frize M, Charette E. Improvement and automation of artificial neural networks to estimate medical outcomes. Medical Engineering and Physics 2004 May;26(4):321-328.
  2. Ennett CM, Frize M. Weight-elimination neural networks for mortality prediction in coronary artery surgery. IEEE Transactions in Information Technology in Biomedicine 2003 Jun;7(2):86-92.
  3. Frize M, Ennett CM, Stevenson M, Trigg HCE. Clinical decision-support systems for intensive care units using artificial neural networks. Medical Engineering and Physics 2001 Apr;23(3):217-225.
Articles Submitted for Publication in Peer-reviewed Journals
  1. Walker CR, Frize M, Ennett CM, Lee SK, Canadian Neonatal Network. Use of an artificial neural network to support clinical, ethical and resource allocation decisions in neonatal intensive care unit patients. (in preparation).
  2. Ennett CM, Frize M, Walker CR. Imputation of missing values by integrating artificial neural networks and case-based reasoning (in preparation).
Papers Published in Peer-reviewed Conference Proceedings
  1. Ennett CM, Frize M. Validation of a hybrid approach for imputing missing data. Proc IEEE-EMBS 2003;2:1268-1271.
  2. Frize M, Walker RC, Ennett CM. Development of an evidence-based ethical decision-making tools for neonatal intensive care medicine. Proc IEEE-EMBS 2003;2:1260-1263.
  3. Herry C, Catley C, Ennett CM. Student leadership: Biomedical engineering initiatives at Carleton University. Proc IEEE-EMBS 2003;4:3490-3493.
  4. Ennett CM, Frize M, Scales N. Evaluation of the logarithmic-sensitivity index as a neural network stopping criterion for rare outcomes. Proc IEEE-ITAB 2003:207-210.
  5. Ennett CM, Frize M, Scales N. Logarithmic sensitivity index as a stopping criterion for neural networks. Proc IEEE-EMBS/BMES 2002;1:74-75.
  6. Ennett CM. An overview of artificial neural networks applied to medicine. Proc ICWES12 (International Conference of Women Engineers and Scientists) 2002.
  7. Ennett CM, Baniassad E, Miller-Young J, Sordi A, Le Clair B, Furlong J. Student branch discussion group for women in science and engineering organizations. Proc ICWES12 2002.
  8. Ennett CM, Frize M, Walker CR. Influence of missing values on artificial neural network performance. Medinfo 2001;10(Pt 1):449-53. PDF version
  9. Frize M, Ennett CM, Hebert P. Improving the efficiency and effectiveness of clinical decision-support systems using artificial neural networks. Medinfo 2001:574. PDF version
  10. Walker CR, Ennett CM, Frize M. Use of an artificial neural network to estimate probability of mortality and duration of ventilation in neonatal intensive care unit patients. Medinfo 2001:584. PDF version
  11. Frize M, Ennett CM, Charette E. Automated optimization of the performance of artificial neural networks to estimate medical outcomes. Proc 3rd IEEE-ITAB Conference (Information Technology Applications in Biomedicine) and ITIS (International Telemedical Information Society) 2000:168-73.
  12. Ennett CM, Frize M. Selective sampling to overcome skewed a priori probabilities with neural networks. Proc AMIA Symp 2000;(20 Suppl):225-9. PDF version
  13. Frize M, Ennett CM. Improving the potential clinical significance of decision-support systems using artificial neural networks. Proc AMIA Symp 2000:1011.
  14. Ennett CM. Reengineering the Ottawa-Carleton WISE chapter. Proc CCWEST (Canadian Coalition for Women in Engineering, Science and Technology) 2000. PDF version
  15. Ennett CM, Frize M, Shaw RE. Methodologies for predicting coronary surgery outcomes. Proc IEEE-EMBS (Engineering in Medicine and Biology Society) and BMES (BioMedical Engineering Society) 1999;2:1240.
  16. Adeney KM, Ennett CM, Frize M, Korenberg MJ. Prediction of patient outcomes in an intensive care unit. Proc IJCNN (International Joint Conference on Neural Networks) Symp 1999;5:3656-3660.
  17. Ennett CM, Frize M. An investigation into the strengths and limitations of artificial neural networks: an application to an adult ICU patient database. Proc AMIA Symp 1998:998.
  18. Tong Y, Frize M, Ennett CM. Discussion on the use of information theory to classify medical outcomes. Proc AMIA Symp 1998:1086. PDF version
  19. Frize M, Wang L, Ennett CM, Nickerson B, Solven FG, Stevenson MH. New advances and validation of knowledge management tools for critical care using classifier techniques. Proc AMIA (American Medical Informatics Association) Symp 1998:553-558.
Papers Submitted for Publication in Peer-reviewed Conference Proceedings
    Abstracts Published (of Papers Presented at Conferences)
    1. Walker RC, Ennett CM, Frize M. Use of artificial neural networks to identify the contribution of different physiologic variables to neonatal mortality in newborn infants admitted to neonatal intensive care units. Pediatr Res 2003;53:444A.
    2. Walker RC, Ennett CM, Frize M. Potential utility of an artificial neural network in evidence-based ethical decision-making in the neonatal intensive care unit. Pediatr Res 2002;51:374A. Also in Paediatr Child Health 2002;7:57A.
    3. Walker CR, Frize M, Ennett CM. Will artificial intelligence systems assist planning of resource allocation in the neonatal intensive care unit? Paediatr Child Health 2001;6:28A.
    4. Walker CR, Ennett CM, Frize M. Will artificial intelligence systems help counseling of parents in the neonatal intensive care unit? Paediatr Child Health 2001;6:28A.
    5. Walker RC, Ennett C, Frize M. Use of an artificial neural network to estimate probability of mortality in neonatal intensive care unit patients. Pediatr Res 2001;49:310A.
    6. Ennett CM, Frize M. Artificial neural network-based ICU data prediction. Proc Ottawa Life Sciences Council Annual Conference 1998.
    Theses
    1. Ennett CM. Imputation of missing values by integrating artificial neural networks and case-based reasoning. Ph.D. thesis, Dept of Systems and Computer Engineering, Carleton University, Ottawa, ON. 2003.
    2. Ennett CM. Coronary surgery mortality prediction using artificial neural networks. M.A.Sc. thesis, School of Information Technology and Engineering (Electrical Engineering), University of Ottawa, Ottawa, ON. 1999.
    3. Ennett CM, Burnett D, Emrich R, Promaine AS. Closed-loop control system for blood glucose regulation. Undergraduate thesis, University of Guelph, Guelph, ON. 1997.


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