Human-machine interactions with clinical phrase prediction system, aligning with Zipf’s least effort principle?
2024

Language Use in Clinical Phrase Prediction Systems

Sample size: 183098 publication Evidence: high

Author Information

Author(s): Zaghir Jamil, Bjelogrlic Mina, Goldman Jean-Philippe, Ehrsam Julien, Gaudet-Blavignac Christophe, Lovis Christian

Primary Institution: Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland

Hypothesis

Clinicians adapt their language interactions with a phrase prediction system according to Zipf’s least effort principle.

Conclusion

The study shows that clinicians prioritize communication accuracy over efficiency when interacting with a phrase prediction tool.

Supporting Evidence

  • Users adapt their language to minimize effort while maximizing communication accuracy.
  • Clinicians' interactions with the phrase prediction tool showed a trend towards more distinctive queries.
  • User-label seniority correlated with improved query accuracy over time.
  • Medical idioms were initially used frequently but declined as users became more experienced.
  • Users demonstrated a preference for accuracy over conciseness in their queries.

Takeaway

Doctors change how they talk to a computer to make sure their messages are clear, even if it takes a little more time.

Methodology

A large-scale observational study analyzing clinician interactions with a phrase prediction tool in a clinical setting.

Potential Biases

Potential biases include technology obligation bias, speed bias, and correctness bias due to the clinical setting.

Limitations

The study's findings may not be generalizable due to biases inherent in the clinical context, such as technology obligation and correctness biases.

Participant Demographics

1,763 healthcare professionals using French language and medical jargon.

Digital Object Identifier (DOI)

10.1371/journal.pone.0316177

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