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. 2025 Jan;55(1):84-88.
doi: 10.1111/imj.16590. Epub 2024 Nov 28.

Copying in medical documentation: developing an evidence-based approach

Affiliations

Copying in medical documentation: developing an evidence-based approach

James Tsimiklis et al. Intern Med J. 2025 Jan.

Abstract

Background: Electronic medical records (EMRs) provide multiple efficiencies in communication to clinicians. The ability to copy and paste text in an EMR can be useful; however, it also conveys a risk of inaccurate documentation. Studies in international settings have described such overuse of copying to result in 'note bloat', with the dilution of relevant clinical information and potential clinical detriment.

Aim: To determine the frequency of erroneous copying, characterise the component of notes in which this occurs and determine the performance of similarity metrics in the prediction of notes likely to have erroneous copying.

Methods: A cross-sectional evaluation of all ward round notes over a 48-h period for all long-stay (>48 h) medical services, except the Acute Medical Unit, at the Lyell McEwin Hospital, a 257-bed tertiary hospital in South Australia. Four similarity metrics were evaluated: longest-sequential series of unchanged characters, similarity score (Difflib SequenceMatcher), Levenshtein distance and the Jaccard index.

Results: One hundred twenty-eight patients were included. The number of patients who had a ward round note on two consecutive days was 97 out of 128 (75.8%). Erroneous copying was found in 8.3% of ward round notes. All (eight out of eight, 100%) of these instances of erroneous copying were in the 'issues list'. A threshold of >850 unchanged sequential characters, when compared with the ward round note the preceding day, demonstrated reasonable performance in the prediction of erroneous copying.

Conclusions: Erroneous copying may occur in up to 8.3% of ward round notes in a variety of medical services. Automated strategies to help address this issue should be explored.

Keywords: detection; documentation of information; electronic health records; improvement; standards.

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Figures

Figure 1
Figure 1
AUROC of longest‐sequential series of unchanged characters for the prediction of erroneous copying. AUROC, area under the receiver operator characteristic curve.
Figure 2
Figure 2
Calibration graph of transformed longest‐sequential series of unchanged characters for the prediction of erroneous copying.

References

    1. Cheng CG, Wu DC, Lu JC, Yu CP, Lin HL, Wang MC et al. Restricted use of copy and paste in electronic health records potentially improves healthcare quality. Medicine 2022; 101: e28644. - PMC - PubMed
    1. O'Donnell HC, Kaushal R, Barrón Y, Callahan MA, Adelman RD, Siegler EL. Physicians' attitudes towards copy and pasting in electronic note writing. J Gen Intern Med 2009; 24: 63–68. - PMC - PubMed
    1. Australian Commission on Safety and Quality in Health Care . Documentation of Information. 2024.
    1. Difflib – Helpers for Computing Deltas . Python Documentation. 2024.
    1. Miller FP, Vandome AF, McBrewster J. Levenshtein Distance: Information Theory, Computer Science, String (Computer Science), String Metric, Damerau? Levenshtein Distance, Spell Checker, Hamming Distance. New York, U.S.A: Alpha Press; 2009.

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