Indices for performance evaluation of predictive models in food microbiology

Journal of Applied Bacteriology

Volumn 81, Issue 5, 1996, Pages 501-508

  Ross, T ^a  

^a UNIVERSITY OF TASMANIA   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

FAIL-DANGEROUS; MICROBIAL GROWTH RATE; MODELING PERFORMANCE; PERFORMANCE; PERFORMANCES EVALUATION; PREDICTIVE MODELS; SIMPLE++; SYSTEMATIC DEVIATION;

FOOD MICROBIOLOGY;

ARTICLE; BACTERIAL GROWTH; FOOD CONTAMINATION; FOOD CONTROL; FUNGUS GROWTH; MICROBIOLOGY; MODEL; NONHUMAN; PREDICTION;

BACTERIA (MICROORGANISMS); FUNGI;

EID: 0029845515     PISSN: 00218847     EISSN: None     Source Type: Journal    
DOI: 10.1111/j.1365-2672.1996.tb03539.x     Document Type: Article

References (28)

1. Adair, C, Kilsby, D.C. and Whittall, P.T. (1989) Comparison of the Schoolfield (non-linear Arrhenius) model and the Square Root model for predicting bacterial growth in foods. Food Microbiology 6, 7-18.
2. Alber, S.A. and Schaffner, D.W. (1992) Evaluation of data transformations used with the square root and Schoolfield models for predicting bacterial growth rate. Applied and Environmental Microbiology 58, 3337-3342.
3. Banwart, GJ. (1989) Basic Food Microbiology. New York: Van Nostrand Reinhold.
4. Bhaduri, S., Turner-Jones, C.O., Buchanan, R.L. and Philips, J.G. (1994) Response surface model of the effect of pH, sodium chloride and sodium nitrite on growth of Yersinia enterocolitica at low temperatures. International Journal of Food Microbiology 23, 333-343.
5. Bratchell, N., McClure, N.J., Kelly, T.M. and Roberts, T.A. (1990) Predicting microbial growth: graphical methods for comparing models. International Journal of Food Microbiology 11, 279-288.
6. Broughall, J.M., Anslow, P. and Kilsby, D.C. (1983) Hazard analysis applied to microbial growth in foods: development of mathematical models describing the effect of water activity. Journal of Applied Bacteriology 55, 101-110.
7. Buchanan, R.L., Smith, J.L., McColgan, C., Marmer, B.S., Golden, M. and Dell, B. (1993) Response surface models for the effects of temperature, pH, sodium chloride, and sodium nitrite on the aerobic and anaerobic growth of Staphylococcus aureus 196E. Journal of'Food Safety 13, 159-175.
8. Cole, M.B., McClure, P.J., Stephens, P.J. and Davies, K.W. (1994) Model validation (and confidence in models) an industry perspective. Abstract 102, Abstracts of Papers to be Presented at the 81st Annual Meeting of IAMFES, San Antonio, TX, USA, 31 July-3 August, 1994.
9. Draper, N.R. and Smith, H. (1981) Applied Regression Analysis, 2nd edn. New York: John Wiley.
10. Duh, Y.-H. and Schaffner, D.W. (1993) Modeling the effect of temperature on the growth rate and lag time of Listeria innocua and Listeria monocytogenes. Journal of Food Protection 56, 205210.
11. Gibson, A.M., Bratchell, N. and Roberts, T.A. (1988) Predicting microbial growth: growth responses of salmonellae in a laboratory medium as affected by pH, sodium chloride and storage temperature. International Journal of Food Microbiology 6, 155-178.
12. Göckler, L., Notermans, S. and Kramer, J. (1988) Production of enterotoxins and thermonuclease by Staphylococcus aureus in cooked noodles. International Journal of Food Microbiology 6, 127-139.
13. Jay, J.M. (1992) Modern Food Microbiology, 4th edn. New York: Van Nostrand Reinhold.
14. McClure, P.J., Baranyi, J., Boogard, E., Kelly, T.M. and Roberts, T.A. (1993) A predictive model for the combined effect of pH, sodium chloride and storage temperature on the growth of Brocothrix thermosphacta. International Journal of Food Microbiology 19, 161-178.
15. McMeekin, T.A., Chandler, R.E., Doe, P.E., Garland, C.D., Olley, J., Putro, S. and Ratkowsky, D.A. (1987) Model for the combined effect of temperature and water activity on the growth rate of Staphylococcus xylosus. Journal of Applied Bacteriology 62, 543-550.
16. McMeekin, T.A., Olley, J., Ross, T. and Ratkowsky, D.A. (1993) Predictive Microbiology: Theory and Application. Taunton, UK: Research Studies Press.
17. Rajkowski, K.T., Calderone, S.M and Jones, E. (1994) Effect of polyphosphate and sodium chloride on the growth of Listeria monocytogenes and Staphylococcus aureus in ultra-high temperature milk. Journal of Dairy Science 77, 1503-1508.
18. Ratkowsky, D.A., Ross, T., McMeekin, T.A. and Olley, J. (1991) Comparison of Arrhenius-type and Belehrâdek-type models for prediction of bacterial growth in foods. Journal of Applied Bacteriology 71, 452-459.
19. Ratkowsky, D.A., Ross, T., Macario, N., Dommett, W.T. and Kamperman, L. (1996) Choosing probability distributions for modelling generation time variability. Journal of Applied Bacteriology 90, 130-137.
20. Ross, T. (1993) A philosophy for the development of kinetic models in predictive microbiology. PhD Thesis, University of Tasmania, Hobart, Australia.
21. Schaffner, D.W. (1994) Application of statistical bootstrapping technique to calculate growth rate variance for modelling psychrotrophic pathogen growth. International Journal of Food Microbiology 24, 3W-3\4.
22. Sutherland, J.P., Bayliss, A.P. and Roberts, T.A. (1994) Predictive modelling of the growth of Staphylococcus aureus: the effects of temperature, pH and sodium chloride. International Journal of Food Microbiology 21, 217-236.
23. Troller, J.A. and Stinson, J.V. (1975) Influence of water activity on growth and enterotoxin production by Staphylococcus aureus in foods. Journal of Food Science 40, 802-804.
24. Walker, S. and Jones, J. (1994) Microbiology modelling and safety assessment. Food Technology International, Europe, 25-29.
25. Wijtzes, T., McClure, P.J., Zwietering, M.H. and Roberts, T.A. (1993) Modeling bacterial growth of Listeria monocytogenes as a function of water activity, pH and temperature. International Journal of Food Microbiology 18, 139-149.
26. Yotis, W. and Teodoro, R. (1957) The growth and resistance of Staphylococcus aureus in milk and broth substrates. Journal of Food Science 30, 351-358.
27. Zwietering, M.H., Jongenburger, I., Rombouts, P.M. and van't Riet, K. (1990) Modeling of the bacterial growth curve. Applied and Environmental Microbiology 56, 1875-1881.
28. Zwietering, M.H., Cuppers, H.G.S.M., de Witt, J.C. and van't Riet, K. (1994) Evaluation of data transformations and validation of a model for the effect of temperature on bacterial growth. Applied and Environmental Microbiology 60, 195-203.