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Differences in information accessed in a pharmacologic knowledge base using a conversational agent vs traditional

Anita M Preininger1, Bedda L Rosario1, Adam M Buchold1

  • 1IBM Watson Health, Cambridge, MA, USA.

International Journal of Medical Informatics
|July 31, 2021
PubMed
Summary

Artificial intelligence conversational agents in pharmacologic knowledge bases change how clinicians access drug information. User behavior differs between AI and traditional search methods, necessitating further study.

Keywords:
Artificial intelligenceConversational agentInformation retrievalNatural language processingPharmacologic knowledge base

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Area of Science:

  • Pharmacology
  • Health Informatics
  • Artificial Intelligence in Medicine

Background:

  • Clinicians utilize pharmacologic knowledge bases for medication information and to prevent adverse drug events.
  • Micromedex® integrated Watson Assistant (WA), an AI-powered conversational agent, for natural language medication queries.

Purpose of the Study:

  • To evaluate differences in information access frequency between traditional search methods (keyword, navigation) and conversational agent search (WA).
  • To compare the proportion of information types accessed via WA versus traditional methods.

Main Methods:

  • A comparative analysis of information access proportions was conducted.
  • Data was collected during the first six months of 2020, comparing WA usage to traditional search methods within Micromedex®.

Main Results:

  • The distribution of accessed information types differed significantly between WA and traditional methods (P < .0001).
  • Top accessed information included single drug/dosing, FDA/non-FDA uses, adverse effects, and drug administration for both methods.
  • Intravenous compatibility information was accessed more frequently via WA (7.7%) compared to traditional methods (0.6%).
  • Dose adjustments were accessed more frequently via traditional methods (4.8%) than WA (1.4%).

Conclusions:

  • Significant differences exist in how clinicians access pharmacologic information using conversational agents versus traditional search methods.
  • User-centered studies are recommended to understand the observed differences in information access patterns.