Published November 4, 2026 | Version 1.0.0

PAHD: Physical Activity for Hypertension Database

Description

PAHD (Physical Activity for Hypertension Database) is a structured database of the results of 253 randomized controlled trials of exercise interventions and blood pressure (BP). Each row is one comparison reported in a study: an outcome, two sides (groups and/or time points), the statistics of each side, the reported difference and the p-value. Each row also carries the study design and the arms' exercise protocols and baseline characteristics. The data were extracted from the full texts with large language models (LLMs), checked against the papers, standardized and quality-checked.

The studies come from a PubMed search for hypertension, exercise and blood pressure: randomized controlled trials in adults, in English, published between 2005-01-01 and 2025-12-31, with an accessible abstract and full text. An LLM screened 2,548 records by title and abstract and then by full text against five eligibility criteria, which selected 255 studies. Two of them were removed during database construction, leaving 253 studies.

Files:

  • PAHD_flat_table.csv / .parquet: the database, 17,273 rows (one per reported comparison) and 90 readable columns
  • PAHD_flat_table_full.csv / .parquet: the same rows with 186 columns: the numeric statistics of each side and of the contrast (means, SDs, CIs, differences), IDs, and the protocol and baseline fields in structured form
  • included_studies.csv: the 253 studies, with PMID, PMCID, authors, year, title, journal, DOI and number of rows
  • column_dictionary.csv: every column of the three tables, with description, type, unit, allowed values, fill rate and an example
  • README.md: how to read a row, the standard vocabularies, the quality status and the flag codes

Standard vocabularies: US OMB SPD 15 (2024) for race and ethnicity; WHO ATC classes for medications; ICD-10 for comorbidities; WHO adult cut-offs for BMI categories; the 2025 AHA/ACC stage for hypertension; and ISO 3166-1 alpha-3 codes for regions.

Quality: every row was checked by deterministic rules against its own numbers, against the quotes the LLMs gave as evidence, and against the paper text. Flagged BP rows were reviewed by hand against the papers. Each row has a qc_status:

  • clean: 15,389 rows
  • auto_fixed: 390 rows
  • reviewed: 392 rows
  • flagged: 1,102 rows

Any open flags are listed in qc_flags.

Web portal: https://01a02594-cf5d-61a3-bb24-057117ed5c26.share.connect.posit.cloud/

Benchmarks used to evaluate the pipeline: https://doi.org/10.5281/zenodo.23785622

Please cite: Li C, Obioha C, Cui X, Zhou X, Rosenzweig A, Wang M. A Knowledge Database of Physical Activity Interventions for Hypertension using Large Language Models. Manuscript submitted for publication.

Files

PAHD_flat_table.csv

Files (127.8 MB)

Name Size
md5:d3aff68f4f6f8e7509d03bbb35aae4c7
58.4 kB Preview Download
md5:ae43315d008451ecadcf01db400429c1
95.3 kB Preview Download
md5:217601081144efcac97c6bd126f6d80b
57.2 MB Preview Download
md5:ab845ec4e45ab8fc32ba3c49164672af
2.1 MB Download
md5:9eac013b86915ae59f2be6c4c10ac12a
65.5 MB Preview Download
md5:1c49492e1d8995c41b52075bd29b5283
2.8 MB Download
md5:0679c9dac098132703698c6bb7fb4cc6
8.2 kB Preview Download

Additional details

Related works

Is supplemented by
Dataset: 10.5281/zenodo.23785622 (DOI)

Funding

National Heart Lung and Blood Institute
R35 HL155318
American Heart Association
23MERIT1038415
American Heart Association
24SFRNPCN1284382
American Heart Association
24SFRNCCN1276092
University of Michigan–Ann Arbor

Dates

Available
2026-11-04
Uploaded to Zenodo

References

  • Jones, D. W. et al. 2025 AHA/ACC/AANP/AAPA/ABC/ACCP/ACPM/AGS/AMA/ASPC/NMA/PCNA/SGI M Guideline for the Prevention, Detection, Evaluation and Management of High Blood Pressure in Adults: A Report of the American College of Cardiology/American Heart Association Joint Committee on Clinical Practice Guidelines. Circulation 152, e114–e218 (2025).
  • ISO 3166-1:2020 Codes for the representation of names of countries and their subdivisions — Part 1: Country code. International Organization for Standardization https://www.iso.org/standard/72482.html (2020).
  • Revisions to OMB's Statistical Policy Directive No. 15: Standards for Maintaining, Collecting, and Presenting Federal Data on Race and Ethnicity. Federal Register https://www.federalregister.gov/documents/2024/03/29/2024-06469/revisions-toombs-statistical-policy-directive-no-15-standards-for-maintaining-collecting-and (2024).
  • ATC/DDD - Structure and principles. WHO Collaborating Centre for Drug Statistics Methodology https://atcddd.fhi.no/atc/structure_and_principles/ (2026).
  • International Statistical Classification of Diseases and Related Health Problems, 10th Revision (ICD-10), version 2019. World Health Organization https://icd.who.int/browse10/2019/en (2019).
  • World Health Organization. Obesity: preventing and managing the global epidemic. Report of a WHO consultation. World Health Organ. Tech. Rep. Ser. 894, i–xii, 1253 (2000).
  • Li, C. et al. A knowledge database of physical activity interventions for hypertension using large language models. Manuscript submitted for publication (2026).