Unheard Voices from Earth: A Fable from 2184
Bibliographic record
Abstract
Fables are a form of storytelling that convey moral, social, and philosophical lessons through carefully constructed allegories and metaphorical characters. Often set in imaginary worlds or distant times, they use fictional protagonists and exaggerated circumstances to illuminate contemporary real-world struggles. They invite readers to recognize and critically reflect on enduring patterns of systemic inequities and power dynamics in ways that are both accessible and thought-provoking. Throughout history, fables have been used to critique power structures, expose hidden injustices, and advocate for change. "Unheard Voices from Earth: A Fable from 2184" employs a science fiction allegory to illuminate on how power structures within academic knowledge production perpetuate systemic exclusion. By re-imagining contemporary academic publishing as an intergalactic enterprise, the narrative brings to attention the mechanisms by which dominant paradigms silence marginalized voices.
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 | 0.006 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.024 | 0.034 |
| Scholarly communication | 0.011 | 0.015 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.008 | 0.009 |
| Insufficient payload (model declined to judge) | 0.004 | 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".