Klipsun Magazine, 2015, Volume 46, Issue 01 - Fall
Bibliographic record
Abstract
If you’ve stood ankle-deep in the ocean, you may know the magic. I remember peering down toward my ankles as waves broke and rolled onto the shore. When the water would retreat, the backwards drag created a distinct floating illusion, as if the ebbing tide was pulling me out to sea along with it. Or perhaps you’ve seen your share of Bellingham Bay sun sets. When the sky shifts and the sun sinks with it, if the right elements align, the diffused light creates a giant scoop of rainbow sherbet melting over the horizon. The simplest sets of motion can produce grand moments. Flux is defined as “the action or process of flowing or flowing out,” or “continuous change.” At Klipsun Magazine, we are constantly in a state of forward motion. With each new quarter and each new issue, one generation of writers and staff flows out as another flows in. The faces you see and stories you read while flipping through the spring edition are shed in time for fall and winter, but their significance is preserved in every past page. Amid the inherent and perpetual change on Western’s campus and in the Bellingham community, Klipsun aims to keep evolving to fit our readers’ needs and interests. Our previous issue. Timeless, marked a shift from a bi-quarterly to a quarterly and online-first publication. With Flux, we embrace the restorative nature of change. We encourage you to observe each gradient in the next sunset, to find your equivalent moment of magic, or allow us to tell you a story and transport you to another person’s world for a moment. Step into an ancient bead shop or medieval village, follow a henna crown artist from a writer’s personal perspective, or learn how people in juvenile detention reflect and connect with paper and pencil.
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 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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.011 | 0.005 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.322 | 0.193 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".