Bibliographic record
Abstract
Immemorial is an Indigenous Futurist teleplay which imagines a world with a nuanced and complex past, a present which demands urgency, and a view of the future that sways between hope and doom and everywhere in between depending on which character is doing the imagining. Our protagonists jump back and forth in time, desperately trying to alter the momentum of colonialism that leads to the Canadian present. The primary theme is the past cannot be changed, but with the help of our ancestors, we can address the injustices of the past to make a better future. While the series deals with the inherently political themes of colonialism, neoliberalism, Indigenous futurity, race, class, gender, and more, it is not meant to be a politics-forward series. The characters, much like many people in the real world, are going to figure things out amongst themselves, and we will watch, and think about it. \nBut this series is more about cathartically blowing up British ships and British Columbian pipelines. It is supposed to be more of a sci-fi/action romp than a squarely levelled critique.
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.
How this classification was reachedexpand
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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".