Janice Forsyth, Reclaiming Tom Long Boat: Indigenous Self-Determination in Canadian Sport. With a Foreword by Willie Littlechild.
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
Established in 1951, the Tom Longboat Awards seek to “recognize Aboriginal athletes for their outstanding contributions to sport in Canada.” In her meticulous work of cultural history, the Cree kinesiologist Janice Forsyth places this official discourse in settler-colonial context. “The history of sport and physical activity in Canada,” she clarifies for sports scholars and administrators, “is not a history of empowerment or inclusion, or even of opportunity, accommodation, or amalgamation. Rather, it is a history of containment, control, and elimination.” Forsyth’s incisive analysis consequently goes well beyond the fields of sociology and sport history. On my reading, her work makes major contributions to the respective fields of oblivion studies and Indigenous law.
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 | 0.001 |
| 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