Canada’s dual and antithetical roles: An interview with Kit Dobson about <i>We Are Already Ghosts</i>
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
Kit Dobson’s work focuses on several controversial issues in Canadian Indigenous history. The effects of oil capitalism on the environment is at the core of Field Notes on Listening, while Malled: Deciphering Shopping in Canada addresses the socio-economic impacts of shopping malls in Canada. Transnational Canadas: Anglo-Canadian Literature and Globalization examines Canadian literary traditions in the context of globalization, and We Are Already Ghosts tackles issues of Indigenous identities and the current politics surrounding the Truth and Reconciliation Commission. All these, and Dobson’s edited works – Please, No More Poetry: The Poetry of derek beaulieu; Producing Canadian Literature: Authors Speak on the Literary Marketplace; Transnationalism, Activism, Art; Dissonant Methods: Undoing Discipline in the Humanities Classroom; and All the Feels: Affect and Writings in Canada – serve as a springboard for this interview in tracing his diverse viewpoints about Canada’s evolution from a colonial past.
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