Generative exhaustions: Thresholds of long-term uncertainty and stink bug infestation in Georgia’s contested borderland
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
Displaced Georgians from the Gali region of the de facto Georgia–Abkhazia borderland have constructed mobile lives by navigating a decades-long conflict and its turbulent landscapes. For the people of Gali, cross-border mobility is a vital concern; uncertainty is a daily matter of tactical anticipation. Arbitrary checkpoints, unannounced border closures, and the Enguri River’s capricious water levels interfere with mobilities; occasional crises unsettle the subtle ways that the Gali people have developed over three decades to manoeuvre everyday uncertainties. Focusing on an unanticipated stink bug infestation that disrupted already precarious lives, this article explores the temporal and affective anatomy of long-term uncertainty with its continuities and limit points. Using exhaustion as an analytical concept, it examines the generative thresholds of protracted uncertainty without eclipsing the cumulative toll of continuous life struggle in a conflict zone.
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 | 0.000 | 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