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The problem with psychiatry is that it's expected to have quick fixes like other schools of medicine. Often the conditions are chronic and the treatment is long term at best which makes it slow and expensive. Drugs can help in the short term but they're often not able to be replaced by correct treatment due to funding.
I'm not an expert by any means but just happen to have some knowledge on the subject.
It really depends on the condition, how severe it is and if there are any compounding issues. Take something like depression as an example. In my country, UK, you'll often end up on antidepressants, and get a referral to a specialist if you're lucky. The specialist likely won't have the funding or at least a huge backlog of patients to work through so they'll be trying to get you out on your own as soon a possible, which means getting you to 'good enough'. As a result you'll likely remain on antidepressants when continued therapy would be much more beneficial and could take you off the medication. Drugs are cheap but time with a therapist is not.
It's a statistical science. While other branches can be all like "splitting atoms will definitely give you an energetic reaction" psychology is like "this helps in 60% of cases so we're gonna try it on you ".
To be fair here, technically throwing neutrons at matter has only some probability of causing it to fission, and statistics tells us how many do. It’s just that there are so many more neutrons and nuclei than there are people, so we can say with statistical confidence that under such and such conditions, y will occur when x happens.
Not that different. Just more samples and observations.