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Astrophysics and psychology share a common flaw, however: a lack of instruments with sufficient sophistication to measure what needs to be measured. And limited opportunity for direct observation and, hence, for falsification.
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Physics is far more sophisticated and mature than psychology, but there is still human error, measurement error, unknowable variables... The farther you get from our atmosphere, the worse. The more erratic something moves, the worse. Etc.
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We can see psychologists do the occasional science, while recognizing that it's a rather poorly developed field, full of charlatans, motivated research... The scientific method isn't the problem, and neither is applying it to the psyche. But we can still be terrible at doing so.