Avoiding the End of Days: K. L. Armstrong and M. A. Marr's Blackwell Pages
Bibliographic record
Abstract
KELLEY ARMSTRONG IS a Canadian-born author celebrated for her many fantasy novels set in contemporary North America and embracing a variety of supernatural characters; Arizona-based Melissa Marr is similarly known for a range of contemporary adult and young adult fantasy novels, graphic novels, and short fiction. Together, as K. L. Armstrong and M. A. Marr, they produced the Blackwell Pages trilogy, which follows the Norse-inspired adventures of its main protagonist, fourteen-year-old Matt Thorsen, a descendant of Thor who lives in rural Blackwell, South Dakota, where his father is sheriff. Matt's cousins Fen and Laurie Brekke are “related to the trickster god Loki” (1.5) and have their own powers and divine ancestral heritage. The children's “mission” and the mythological premise of the trilogy is summarized in Odin's Ravens : to stop Ragnarök, the Norse end of days. In the old stories, the gods all died at Ragnarök. Except they were already dead. Odin, Balder, Loki…All gone. So Matt and the others needed to take their places, presumably without the dying part. If they fail? Then the world would be plunged into endless winter. (2.14–15) Complicating this task is the fact that Matt's grandfather and the Blackwell elders want him to lose in the conflict with the Midgard Serpent so that “Fimbulwinter would come, and the world would be reborn, fresh and new…After nearly everyone on it died” (2.15). Matt and his friends reject their destined roles in this planned genocide: they want to “change the myth” (2.16). Throughout the trilogy, therefore, the children must continually negotiate their emergent identities and their Norse heritage, like the protagonists of Arthur Slade's novels, considered earlier. The teenage struggle to achieve individual agency and accommodate familial desires is bound up here with the mythological past and far-reaching questions of fate and freewill. Contemporary ecological concerns are again linked to adult failure and given apocalyptic significance, and all this plays out within an increasingly complex exploration of gender roles and sexuality. Norse Mythology As Nuisance Matt's Norse heritage at first represents merely a nuisance for him. Though he believes that Ragnarok will occur, he sees the original gods’ actions as foolhardy: “Because the gods had been…well, stupid , they’d all managed to get themselves killed long ago” (1.43). It is because of the old gods’ failings that he and his friends will have to “stand in” for them in the “final battle.”
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.020 | 0.008 |
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 source (direct Gemma or distilled Codex), 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".