Text classification models for assessing the completeness of randomized controlled trial publications based on CONSORT reporting guidelines
Develops and compares text-classification approaches for identifying whether randomized-trial publications report individual CONSORT checklist items.
Open-science resources
- Open access: Free full text (PMC)
- Shared data: CONSORT-TM dataset
- Shared code: Source code and models
- Preprint: Preprint
- Preprint: Earlier preprint
- Open access: Free full text (PMC)
Resource verification & source notes
- Free full text (PMC): The complete article body was retrieved from the public NCBI PMC JATS endpoint. This confirms free access; reuse permissions depend on the individual article license.
- CONSORT-TM dataset: The availability statement names this repository for the CONSORT-TM dataset, models and source code. The public tree includes annotated CSVs and Python training/evaluation scripts.
- Source code and models: The availability statement names this repository for the CONSORT-TM dataset, models and source code. The public tree includes annotated CSVs and Python training/evaluation scripts.
- Preprint: PubMed CommentsCorrections UpdateIn
- Earlier preprint: PubMed CommentsCorrections UpdateIn
- Free full text (PMC): The complete article body was retrieved from the public NCBI PMC JATS endpoint. This confirms free access; reuse permissions depend on the individual article license.
Publication details
Research themes
Research toolsReporting transparency
Author affiliations & identifiers
- Lan Jiang: School of Information Sciences, University of Illinois Urbana-Champaign, 501 E Daniel Street, Champaign, IL, 61820, USA.
- Mengfei Lan: School of Information Sciences, University of Illinois Urbana-Champaign, 501 E Daniel Street, Champaign, IL, 61820, USA.
- Joe D Menke: School of Information Sciences, University of Illinois Urbana-Champaign, 501 E Daniel Street, Champaign, IL, 61820, USA.
- Colby J Vorland: School of Public Health, Indiana University, Bloomington, IN, USA.
- Halil Kilicoglu: School of Information Sciences, University of Illinois Urbana-Champaign, 501 E Daniel Street, Champaign, IL, 61820, USA. halil@illinois.edu.
Versions & associated materials
These items belong to this research work. Their individual titles, author lists, and source identifiers are preserved below.