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
This article argues that the discourse of tropicality in Colombia creates boundaries and binaries between racialized and normative territories, rural peripheral areas and urban centres, and spaces that have been constructed as darker “barbaric” regions closer to sea level and whiter “civilized” regions in temperate altitudes. Nevertheless, there is nuance to the geographies of tropicality, because race is difficult to contain within urban/rural spaces. Additionally, race as a social construct that is permanently in the making, presents changes in space and time, challenging any static ideas of race in intersection with geography. In supporting the argument that the discourse of tropicality produces racialized spaces, this article addresses forced displacement and the racialization that takes place along with displacement, which implies the crossing of the “border” between the “tropics” and the cities; and how Afro-Colombians, Indigenous, and Mestiza campesinas challenge the ideas of tropicality by creating new geographies as they settle after displacement.
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 | 0.001 | 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) | 0.000 | 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