As far as my understanding permits, inter-turn fault develops into an earth fault by two mechanisms.

1. Inter-turn fault results in circulating currents among the short circuited turns. This results in higher I2R losses, which deteriorates the winding insulation. If the short circuited turns happen to be close to the core,  an earth fault may arise from the turns to the core.

2. If the short circuit is not attended to for a long time, the temperature raise deteriorates the dielectric strength of oil by formation of sludge, which over a long time result into an earth fault. 

Does anyone have other suggestions about the possibilities of  an inter-turn faults developing into an earth fault? These will be highly appreciated.

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