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
Abstract The crisis that now grips the ‘living earth’ establishes an intersection of climate and finance which entails questions of time: what does temporality mean in the context of both climate emergency and the processes of financialisation? In this paper, I intervene in these debates by reflecting on the reconstruction of time as a concrete legal object in the space of international investor-state arbitration. Over the past decade, international arbitration settlements, often using the accounting technique of discounted cash flow (DCF) analysis, have increasingly relied on a conception of investor-oriented time that offers an expansive future, a time of long-term unbroken integrity. I trace the complex but often uneven shifts in arbitration practices through which the future is reconfigured not as a proximate and conditional object but as a category, encoded in DCF, which is endlessly expansive. The time of the unbroken asset, I argue, is in urgent disjuncture with the time of transition.
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 | 0.001 | 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