Explainability, trust and layers of clinical decision making in pre and current AI LLM era:
EBM layer: This layer is the one our clinical decision making lab is largely engaged in although the other two layers are no less important.
We have already shared something around those in our previous demos particularly our two video links shared above.
Human layer: This is the most important layer where clinical decision making actually happens at multiple human stakeholder levels:
Below are recent examples of the limits of scientific explainability and it's effect on human trust.
How much Trust building can one achieve through Human clinical decision making with AI in the loop?
Human mistrust due to persistent uncertainty due to scientifically limited explainability ?
Images of subclinical hypothyroidism patient data:
Human full trust inspite of persistent uncertainty due to scientifically limited explainability
Can AI act as a guard rail for human mistrust due to lack of communication and explainability?
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