Bibliographic record
Abstract
No one disputes the fact that America has a unique history during which it became, and continues to be a preeminent feature in global affairs. The recent war in Iraq is but one example. In a quarter of a millennium it has become a nation unlike any other nation in the history of the world. In some respects, it rivals nations with much longer histories. Yet the Bible is remarkably silent when speaking about the role of America in Bible prophecy. Dr. Tim LaHaye writes, "One of the hardest things for American prophecy students to accept is that the United States is not clearly mentioned in Bible prophecy, yet our nation is the only superpower in the world today." Dr. LaHaye has put his finger upon the source that likely generates the often ask question, “How does America fit into Bible prophecy?” Rarely, if ever, does anyone ask, “How does Mexico, or Canada, or Chile fit into Bible prophecy?” The United States has a strong Christian heritage and is currently the world’s only superpower. Since many Christians believe that we are near the end of the age, it is hard to envision a prophetic scenario which excludes America—the world’s most influential nation. Yet, other nations are the focus of biblical prophecy.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.020 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.016 | 0.003 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".