In this case also, your inference about your weight, if you measured yourself only once, would not be worth much, despite the lack of bias. That is, its validity would be low because you would often reach the wrong conclusion. You could get a valid inference from this unreliable scale by weighing yourself many times and taking an average, but that is only because the reliability of the average would be much higher than that of a single observation.

