Bibliographic record
Abstract
The Athenian hills were merciless, their jagged, sun-scorched stones biting into the tattered remnants of Pheidippides’ leather sandals with each strained step. His feet, raw and blistered from days of relentless running, throbbed with a pain so deep he feared it had pierced into his very bones. The frayed, dust-stained straps of his sandals had long ceased to offer any real protection. Each stride sent shocks through his swollen muscles, yet Pheidippides felt as though he were gliding, his mind numb to the agony that threatened to consume him. Only his purpose remained, clear and urgent, bound to him as tightly as the hastily written message strapped to his belt. The memory of the past week’s events flashed before his eyes, triggered by each dull thud of his feet against the earth and a desire to quicken time’s passing. Just a day earlier, he had been chosen as the hemerodromos —the swift-footed messenger—entrusted with delivering a plea to the Spartan ephors for aid, leaving what felt like the entirety of Athens' fate resting on his shoulders.
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 | 0.000 | 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 | 0.007 | 0.006 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".