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
Traumatic Memory in Contemporary Prose Fiction This is the first study to examine Finnish trauma fiction in detail. The book discusses the novels of Katja Kettu, Sofi Oksanen, Elina Hirvonen and Emmi Itäranta, where historical and collective traumas meet stories of personal vulnerability. Traumatic Memory in Contemporary Prose Fiction addresses war traumas and marks left by terrorism, colonialism, domestic violence and sexual violence, and analyses the aspects of ecological trauma and future threats. The study combines the latest discussions on cultural memory studies and trauma theory with critical perspectives offered by feminist criticism and research in transnationalism. It illustrates how cultural narratives, literary conventions and aesthetic strategies regulate and produce traumatic experiences. Traumatic memory is not only a phenomenon dealing with the past, but it involves a wide range of individual, cultural, ecological, political and economic dimensions.
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 | 0.001 | 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) | 0.411 | 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 it