Cargando…
The Potential of Research Drawing on Clinical Free Text to Bring Benefits to Patients in the United Kingdom: A Systematic Review of the Literature
Background: The analysis of clinical free text from patient records for research has potential to contribute to the medical evidence base but access to clinical free text is frequently denied by data custodians who perceive that the privacy risks of data-sharing are too high. Engagement activities w...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8521813/ https://www.ncbi.nlm.nih.gov/pubmed/34713089 http://dx.doi.org/10.3389/fdgth.2021.606599 |
_version_ | 1784584963616669696 |
---|---|
author | Ford, Elizabeth Curlewis, Keegan Squires, Emma Griffiths, Lucy J. Stewart, Robert Jones, Kerina H. |
author_facet | Ford, Elizabeth Curlewis, Keegan Squires, Emma Griffiths, Lucy J. Stewart, Robert Jones, Kerina H. |
author_sort | Ford, Elizabeth |
collection | PubMed |
description | Background: The analysis of clinical free text from patient records for research has potential to contribute to the medical evidence base but access to clinical free text is frequently denied by data custodians who perceive that the privacy risks of data-sharing are too high. Engagement activities with patients and regulators, where views on the sharing of clinical free text data for research have been discussed, have identified that stakeholders would like to understand the potential clinical benefits that could be achieved if access to free text for clinical research were improved. We aimed to systematically review all UK research studies which used clinical free text and report direct or potential benefits to patients, synthesizing possible benefits into an easy to communicate taxonomy for public engagement and policy discussions. Methods: We conducted a systematic search for articles which reported primary research using clinical free text, drawn from UK health record databases, which reported a benefit or potential benefit for patients, actionable in a clinical environment or health service, and not solely methods development or data quality improvement. We screened eligible papers and thematically analyzed information about clinical benefits reported in the paper to create a taxonomy of benefits. Results: We identified 43 papers and derived five themes of benefits: health-care quality or services improvement, observational risk factor-outcome research, drug prescribing safety, case-finding for clinical trials, and development of clinical decision support. Five papers compared study quality with and without free text and found an improvement of accuracy when free text was included in analytical models. Conclusions: Findings will help stakeholders weigh the potential benefits of free text research against perceived risks to patient privacy. The taxonomy can be used to aid public and policy discussions, and identified studies could form a public-facing repository which will help the health-care text analysis research community better communicate the impact of their work. |
format | Online Article Text |
id | pubmed-8521813 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-85218132021-10-27 The Potential of Research Drawing on Clinical Free Text to Bring Benefits to Patients in the United Kingdom: A Systematic Review of the Literature Ford, Elizabeth Curlewis, Keegan Squires, Emma Griffiths, Lucy J. Stewart, Robert Jones, Kerina H. Front Digit Health Digital Health Background: The analysis of clinical free text from patient records for research has potential to contribute to the medical evidence base but access to clinical free text is frequently denied by data custodians who perceive that the privacy risks of data-sharing are too high. Engagement activities with patients and regulators, where views on the sharing of clinical free text data for research have been discussed, have identified that stakeholders would like to understand the potential clinical benefits that could be achieved if access to free text for clinical research were improved. We aimed to systematically review all UK research studies which used clinical free text and report direct or potential benefits to patients, synthesizing possible benefits into an easy to communicate taxonomy for public engagement and policy discussions. Methods: We conducted a systematic search for articles which reported primary research using clinical free text, drawn from UK health record databases, which reported a benefit or potential benefit for patients, actionable in a clinical environment or health service, and not solely methods development or data quality improvement. We screened eligible papers and thematically analyzed information about clinical benefits reported in the paper to create a taxonomy of benefits. Results: We identified 43 papers and derived five themes of benefits: health-care quality or services improvement, observational risk factor-outcome research, drug prescribing safety, case-finding for clinical trials, and development of clinical decision support. Five papers compared study quality with and without free text and found an improvement of accuracy when free text was included in analytical models. Conclusions: Findings will help stakeholders weigh the potential benefits of free text research against perceived risks to patient privacy. The taxonomy can be used to aid public and policy discussions, and identified studies could form a public-facing repository which will help the health-care text analysis research community better communicate the impact of their work. Frontiers Media S.A. 2021-02-10 /pmc/articles/PMC8521813/ /pubmed/34713089 http://dx.doi.org/10.3389/fdgth.2021.606599 Text en Copyright © 2021 Ford, Curlewis, Squires, Griffiths, Stewart and Jones. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Digital Health Ford, Elizabeth Curlewis, Keegan Squires, Emma Griffiths, Lucy J. Stewart, Robert Jones, Kerina H. The Potential of Research Drawing on Clinical Free Text to Bring Benefits to Patients in the United Kingdom: A Systematic Review of the Literature |
title | The Potential of Research Drawing on Clinical Free Text to Bring Benefits to Patients in the United Kingdom: A Systematic Review of the Literature |
title_full | The Potential of Research Drawing on Clinical Free Text to Bring Benefits to Patients in the United Kingdom: A Systematic Review of the Literature |
title_fullStr | The Potential of Research Drawing on Clinical Free Text to Bring Benefits to Patients in the United Kingdom: A Systematic Review of the Literature |
title_full_unstemmed | The Potential of Research Drawing on Clinical Free Text to Bring Benefits to Patients in the United Kingdom: A Systematic Review of the Literature |
title_short | The Potential of Research Drawing on Clinical Free Text to Bring Benefits to Patients in the United Kingdom: A Systematic Review of the Literature |
title_sort | potential of research drawing on clinical free text to bring benefits to patients in the united kingdom: a systematic review of the literature |
topic | Digital Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8521813/ https://www.ncbi.nlm.nih.gov/pubmed/34713089 http://dx.doi.org/10.3389/fdgth.2021.606599 |
work_keys_str_mv | AT fordelizabeth thepotentialofresearchdrawingonclinicalfreetexttobringbenefitstopatientsintheunitedkingdomasystematicreviewoftheliterature AT curlewiskeegan thepotentialofresearchdrawingonclinicalfreetexttobringbenefitstopatientsintheunitedkingdomasystematicreviewoftheliterature AT squiresemma thepotentialofresearchdrawingonclinicalfreetexttobringbenefitstopatientsintheunitedkingdomasystematicreviewoftheliterature AT griffithslucyj thepotentialofresearchdrawingonclinicalfreetexttobringbenefitstopatientsintheunitedkingdomasystematicreviewoftheliterature AT stewartrobert thepotentialofresearchdrawingonclinicalfreetexttobringbenefitstopatientsintheunitedkingdomasystematicreviewoftheliterature AT joneskerinah thepotentialofresearchdrawingonclinicalfreetexttobringbenefitstopatientsintheunitedkingdomasystematicreviewoftheliterature AT fordelizabeth potentialofresearchdrawingonclinicalfreetexttobringbenefitstopatientsintheunitedkingdomasystematicreviewoftheliterature AT curlewiskeegan potentialofresearchdrawingonclinicalfreetexttobringbenefitstopatientsintheunitedkingdomasystematicreviewoftheliterature AT squiresemma potentialofresearchdrawingonclinicalfreetexttobringbenefitstopatientsintheunitedkingdomasystematicreviewoftheliterature AT griffithslucyj potentialofresearchdrawingonclinicalfreetexttobringbenefitstopatientsintheunitedkingdomasystematicreviewoftheliterature AT stewartrobert potentialofresearchdrawingonclinicalfreetexttobringbenefitstopatientsintheunitedkingdomasystematicreviewoftheliterature AT joneskerinah potentialofresearchdrawingonclinicalfreetexttobringbenefitstopatientsintheunitedkingdomasystematicreviewoftheliterature |