rt_demo: Simulated transparency indicators for a corpus of articles

In rtransparency: Identifies Indicators of Transparency

Simulated transparency indicators for a corpus of articles

Description

A small, simulated set of detector output, with one row per article, used to illustrate [rt_summary()], [rt_score()] and [rt_plot()]. The values are simulated, not real detector output: prevalences and their trends over time are chosen to resemble published findings (frequent conflict-of- interest and funding disclosure, less frequent protocol registration, low but rising data sharing, rare code sharing, and a recent, fast-rising disclosure of generative-AI use) so the illustrations are realistic.

Usage

rt_demo

Format

A tibble with 1200 rows and 11 columns:

pmid

A made-up PubMed identifier (character).

year

Publication year, 2010-2026.

type

Article type (research-article, review-article, systematic-review).

is_coi_pred

Conflict-of-interest statement detected.

is_fund_pred

Funding statement detected.

is_register_pred

Protocol registration detected.

is_open_data

Data sharing detected.

is_open_code

Code sharing detected.

is_novelty_pred

Novelty claim detected.

is_replication_pred

Replication component detected.

is_ai_pred

Disclosure of generative-AI use detected. 'NA' before 2023, when the practice did not yet exist (see [rt_ai_pmc()]).

See Also

[rt_summary()], [rt_score()], [rt_plot()]

rtransparency documentation built on July 1, 2026, 9:07 a.m.