I don't think I need to have spend 5 hours in private conversation with a girl to be interested in her to the extend that I want to ask her for a date. I don't think that "know well enough that you could have a crush on them" is a meaningful category.
However I think this part is less important than finding the prior, because most people have at least a general idea about what certain signals mean from personal experience
Physical intimacy is a signal that a person likes me, but without knowing the baseline for the other person it means little.
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There are various things wrong with this reasoning, but I don't think you're getting my general point: this entire approach is misguided and it will not lead you to good outcomes.
I accept that you and most people here think this aproach is not helpfull. I will therefor abandon it. However you said that there are various other things wrong with my reasoning even if the aproach was not generally bad. Is my general process of asigning probabilities to believes wrong? Would the thing I did in the following paragraph also be wrong in an abstract scenario, where I would for example want to differentiate between blue and red balls instead of someone having a crush on me or not?
" If however this person gives the response with 100% Chance to a Person he/she has a crush on, but also with 50% chance to a person he/she just likes as a friend, then this signal will only help me differentiate between the states "friend" and "love intrest" with 50% probability. And now it becomes relevant on how many of his/her friends this person has a crush.
Let us say the person has 10 friends and has a crush on 5 of them. Than on average he/she would give 5 correct positive signals 2.5 false positive signals and 2.5 correct negative signals. So if I get a positive signal, than that means that with a probability of 2/3 that person would have a crush on me and with a probability of 1/3 he/she would not."