Submitted by SuchOccasion457 t3_11bvmia in MachineLearning
PassionatePossum t1_ja0llsg wrote
The data is always the most expensive part. I work in the medical device industry and it strongly depends on the type of data and how much effort it is for the physicians to collect it.
In the simplest case you can just run a recording device while they are doing their procedures. But of course it rarely is that simple: You need to be careful not to capture any data that can be used to personally identify the patient (and the definition of personally identifying information is - at least in Europe - extremely wide).
The next question is: Do you need any lab data as groundtruth? If the answer is "yes", it will create a lot of effort for the physician because he/she can not simply record the data. They will have to keep track of the patients, recordings and diagnosis and annotate them later accordingly.
Another thing to keep in mind is: In many cases you cannot just connect a non-certified device to a medical device. You often need special recording hardware that is medically certified. That probably mostly is the case for surgical devices. The rules for MRI images migth be more relaxed. I don't know.
As a rough guideline you can expect to pay physicians around 200€ / hour (in the U.S. likely even more than that). And as I said: How much data you get for that, strongly depends on the type of data that you collect.
SuchOccasion457 OP t1_ja0nas2 wrote
thank you very much for the ellaborate response! are you aware of any literature, even if informal, that goes into details about the whole process with any type of rough estimates?
PassionatePossum t1_ja0sovs wrote
Sorry, I am not aware of any literature. The contractual stuff is mostly handled between ours and the hospital's lawyers. I'm not really involved in all of that.
And I'm not even sure that you'll find a one-size fits all answer. The requirements for a collaboration can vary wildly. A private practice usually has much more flexibility when it comes to technical infrastructure. In a hospital, the IT department usually wants to know when you are planning to connect stuff to their systems. But there are certain diseases that you are very unlikely to see in a private practice.
I would do the following: Once you know what kind of data you need, talk to physicians to understand their workflow. Then make a proposal how to collect the data and talk it through with them or their lawyers. If there is a potential problem with the plan, they'll tell you.
Once you know the workflow, you'll probably also have an idea how long it will take for them to collect the data you are looking for and from there you can make an educated guess how much it is going to cost you.
The rest is up for negotiation. As far as I know we have contracts that have built-in safeguards for both the physicians as us. They get a fixed price for a fixed number of hours they work for us. And they guarantee a certain minimum number of recorded procedures. If they can deliver more in the alotted time, even better.
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