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 analyzes the securitization of the political space under the Adalet ve Kalkınma Partisi (Justice and Development Party, AKP) governments in Turkey with a critical feminist lens. We argue that a feminist reading unpacks the connection between AKP’s discursive strategies in the spheres of social and national security. We focus on the AKP’s proposals that address social policy and defense policy spheres—namely, the “Women’s Employment Package;” “Family Package;” and “Internal Security Package.” In our analysis, we start from the argument that the AKP’s terms in office represent the last phase of neoliberal transformation in the country. Packages in this phase also speak to the patchwork style of neoliberal policy making. They function as means for checking, and then, manipulating public opinion. Analysis of the packages provides insight into the AKP’s increasing resort to violence vis-á-vis opposition as well as the deepening of the economic crisis in the country in the last two decades.
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 | 0.010 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.006 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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