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So there are no pilot lights on modern ovens. There are igniters. It does sound like you're on the right track however. Since your cooktop and top oven still work, it sounds like your bake igniter is just going out and needs to be replaced. Igniters generally last about 6-8 years normally and then they either stop working all together, or they just get weak and don't draw 3.2 amps even though they are glowing. If an igniter doesn't pull 3.2 amps, the oven gas safety valve will not open up. Now the bake igniter is mounted to the bake burner below the floor inside the oven so you'd need to pull the floor out of the oven to access the igniter for replacement. Below is a link to the igniter for your model and it costs about $40.
CLICK HERE for igniter
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