A p value is calculated under the assumption that the medication does not work. It tells me the probability of obtaining my data or data more extreme than it. It does not tell me the chance my medication is effective. A small p value is stronger evidence, but to calculate the probability that the medication is effective, you’d need to factor in the base rate.
