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Table 3 Pharmacistsā€™ perceptions of AI recommendations

From: Discrepancy between perceptions and acceptance of clinical decision support Systems: implementation of artificial intelligence for vancomycin dosing

Perception

Theme

Example Quote

Positive

Auxiliary tool

ā€œIf my dose is similar to the AI dose, I probably change it.Ā But again, I'd probably end up splitting the difference rather than just blindly accepting what the models are telling me, I probably would use it as a facet of what we're trying to the dosing tools.ā€

Double-check dosing regimen

ā€œYou know, if I was very different from the AI, I would double-check myself. I would take it out and take it seriously, and maybe I missed something. So I think it would be beneficial even though I may not agree with its dose.ā€

Develop optimal dosing scheme

ā€œThen, if it's discrepant, I think it would cause me to put some more thought into the patient, so it would help challenge my initial decision, which would help me make a more informed and thoughtful decision.ā€

ā€œI think I think it's a great project, and I think it would be really helpful and useful because everyone's scope is fairly narrow.ā€

Decision making on uncertain cases

ā€œI would be on edge and conflicted for this case. With his age, Iā€™m less sure that I would use q8h dosing. But I would take pause to think about it, and AI would help me make the decisionā€

ā€œI think if, in this case, it's the AI suggested that there was a 70% probability that I was overdosing, I would potentially modify the dose.ā€

Career development

ā€œAI is a new system. So if we could utilize it, that would also be like another piece to the puzzle that we can potentially use.Ā So yeah, if I knew that the AI was staying me to go higher, I would probably use it.ā€

Negative

Self-confidence

ā€œI was pretty confident that I was right. No amount of computer would be able to say to kind of convince me otherwise.ā€

ā€œI would say I wouldn't worry that the models indicate me inappropriate, but I like my dosing better.ā€

Mistrust of AI

ā€œI think if in this case, it's the AI suggested that there was a 70% probability that I was overdosing; otherwise, I won't change my dosage. In short, I don't fully trust itā€

Unclear rationale for recommendations

ā€œThe reason I wouldn't change my dose scheme is that I don't know why, what factors AI is based on to tell me I'm underdosing or overdosing.ā€

ā€œI would say no unless I could be given a reason why the AI model says that it's overdosing. I would want to have those responses to what the reasons would beā€

  1. AI Artificial Intelligence, q8h Every 8Ā h