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
Marian Aguiar, Tracking Modernity: India's Railway and the Culture of Mobility Vijaya Singh Caroline S. Hau and Kasian Tejapira, eds., Traveling Nation-makers: Transnational Flows and Movements in the Making of Modern Southeast Asia Nanny Kim Alan Powell, Northern Voyagers: Australia's Monsoon Coast in Maritime History Joseph Christensen Joachim Radkau, Die Ära der Ökologie. Eine Weltgeschichte Marcus Popplow Phillip Vannini, Ferry Tales: Mobility, Place and Time on Canada's West Coast (Maximiliano E. Korstanje) David Stradling, The Nature of New York: Environmental History of the Empire State Tom McCarthy Andrea Giuntini, Le meraviglie del mondo. Il sistema internazionale delle comunicazioni nell'Ottocento Giussepina Pellegrino Annette Schlimm, Ordnungen des Verkehrs. Arbeit an der Moderne-deutsche und britische Verkehrsexpertise im 20. Jahrhundert Gustav Sjöblom Fernando Esposito, Mythische Moderne. Aviatik, Faschismus und die Sehnsucht nach Ordnung in Deutschland und Italien Kurt Möser Kurt Möser, Grauzonen der Technikgeschichte. Technikdiskurse Martina Heßler Richard White, Railroaded: The Transcontinentals and the Making of Modern America George Revill
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.008 |
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