pandatigox
Joined 12 years ago
Joined 12 years ago
I've been thinking of creating a text editor with AI support and have been thinking of implementing something like CRDT for the backend? So that user edits are not overwritten by AI
Are there any chances of open sourcing your project? Thanks!
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Has your experience been more negative?
Patients regularly push back on some treatments I've recommended, and I've always enjoyed the discussion. If a dentist is offended, then something is not right
I have skimmed through it and it's truly amazing how good annotation of the dataset can lead to impressive results.
I apologise in advance if the question seems ignorant: The blog post talked about fine-tuning models online. Given that BERT models can run comfortably on even iPhone hardware, were you able to finetune your models locally or did you have to do it online too? If so, are there any products that you recommend?
First, I think the reason for such variance in dentists' treatment planning is because of an increased clinical scope. I assume that the medical field is more hierarchal, so you increase your scope as you go along. For dentists, as soon as you graduate, you have an enormous scope as it's really dependent on your training and confidence in that procedure (obviously, overconfidence is akin to malpractice).
Why do some dentists overtreat? I think dentists fall into the bias of "if you have a hammer everything is a nail". Each dentist will have a preference for a specific treatment, but it's important at the end of the day for the treatment to align with the patient's objective. For example, a simple tooth replacement has so much options - dental implant, a 2-unit or 3-unit bridge, a Maryland/resin bonded bridge, a denture, or just do nothing! Each one has their pros and cons, and there is a risk where what the dentist thinks is ideal is not what the patient wants.
In terms of overdiagnosing cavities, I think it may arise from the dentists' training. Maybe in the past, any signs of decay indicated surgical drilling. However, modern training reinforces MID - minimally invasive dentistry - so we are taught to avoid drilling any decay that is confined to enamel.
Finally, I think dentists avoid throwing each other under the bus simply due to empathy. Working in a mouth is not easy, and each procedure comes with challenges. You're fighting against visibility - keeping the mouth open wide enough to see what you're doing; batting away saliva; constantly wiping your mirror from the handpiece water. Then you've got the gaggers, the anaesthetic doesn't work, etc etc. We will never know what someone else was going through in the moment of the procedure.