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I'm not sure I understand what you mean by...
I believe if an explanation leaves one asking further questions it is insufficient, so I quite disagree that an explanation should provide new sources for enquiry.
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Prediction is an element of the scientific method:
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Prediction. Information must be valid for observations past, present, and future of given phenomena, i.e., purported "one shot" phenomena do not give rise to the capability to predict, nor to the ability to repeat an experiment.
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Scientific method - Wikipedia, the free encyclopedia