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
Definitions: Historia as Enquiry, Historia as Story, Truth and History, Some Rules, Texts: Sorting Things Out, Participant Evidence, Publication and Literary Fashion, Illustrative Evidence, Narrative, Reconstructing Fragmentary Authors, Scholarship: Standards of Research, Historians and Records, Quellenforschung, Near Eastern Records of the Past and the Roman Imagination, Grammarians and Historians, The Physical Process, Conclusion, Presentation: The Problem, Leopold Ranke, Objectivism and relativism, Fact and Presentation: Lucien and Dionysius of Halicarnassus, Fact and Presentation: Cicero, Other Forms of Presentation, Versimilitude, Conclusion, Epilogue: The Discourse of Dominance, Appendix: Classical Authors Discussed in the Text, Bibliography.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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