Wb. Roush et al., PROBABILISTIC NEURAL-NETWORK PREDICTION OF ASCITES IN BROILERS BASED ON MINIMALLY INVASIVE PHYSIOLOGICAL FACTORS, Poultry science, 76(11), 1997, pp. 1513-1516
A Probabilistic Neural Network (PNN) was trained to predict ascites in
broilers based on minimally invasive inputs (i.e., physiological fact
ors that do not require the death of the bird). A PNN is a supervised,
three-layer, artificial neural network that classifies input patterns
(e.g., physiological data) into specific output categories (e.g., asc
ites or no ascites). The PNN inputs were O-2 level in the blood, body
weight, electrocardiogram (EGG), hematocrit, S wave, and heart rate of
individual birds. These data were from three experiments that have be
en described previously (Roush et al., 1996a,b). The three data sets w
ere pooled into a combined data set for a total of 170 observations. F
rom the pooled data, a training set (117 birds), a calibration set (17
birds), and a verification set (36 birds) were extracted. The PNN was
trained on the training data set. To prevent the PNN from overfitting
the training data, the neural network was evaluated on its ability to
make correct predictions of the calibration data set. At the point at
which the neural network made the highest number of correct classific
ations for the calibration data set, the trained neural network was sa
ved on the computer. When the PNN was applied to the complete data set
, the sensitivity or proportion of the birds with ascites that the PNN
correctly diagnosed was 0.97 (75/77 birds). The specificity or propor
tion of birds that the PNN made a correct diagnosis of not having asci
tes was 0.98 (91/93 birds). When the PNN was applied to the verificati
on data set, which was not subjected to neural network training, the s
ensitivity was 0.95 (19/20) and the specificity was 0.88 (14/16 birds)
. Use of models developed with artificial neural networks may enhance
the diagnosis of ascites in broilers. The results may be useful in cho
osing and developing broiler strains that do not have a propensity for
ascites.