Actor-Network Theory and the Practice of Aviation Archaeology
Bibliographic record
Abstract
World War II aviation archaeology is a dynamic subfield of conflict archaeology, which has developed through the need to conserve twentieth-century military heritage resources. Like battlefield archaeology (: iii–vii), it has only recently emerged as a credible area of academic study. Theoretical development in both areas has been dominated by a military, historical-particularist viewpoint, which often ignores the role of society in warfare. Actor-network theory, which stresses the link between society and technology, provides an opportunity to broaden the theoretical perspective of aviation archaeology research. Recent archaeological work at a downed USAAF aircraft site near Gander, Newfoundland, is presented as a case study to illustrate the enlistment of a network of stakeholders, material culture, and textual and audio-visual evidence in the interpretation of a single site.
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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 | 0.020 | 0.025 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.006 | 0.007 |
| Science and technology studies | 0.007 | 0.055 |
| Scholarly communication | 0.011 | 0.017 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 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".