Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Herman Dooyeweerd (1894–1977) was born in Amsterdam, where he spent almost all of his life as a student and scholar. He grew up in the neo-Calvinist circles strongly influenced by Abraham Kuyper (1837–1920), the highly influential churchman, journalist, political leader, and educator, who founded the Free University of Amsterdam, edited a daily newspaper, organized Europe’s first Christian Democratic political party (the Antirevolutionary Party), and served as Prime Minister of The Netherlands from 1901 to 1904. Kuyper is known in North America primarily through his Stone Lectures at Princeton University in 1898 and through his influence at institutions of the Christian Reformed Church and Reformed Church of America, particularly Calvin, Dordt, and Hope Colleges in the United States and the Institute for Christian Studies and Redeemer University College in Canada.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it