Bibliographic record
Abstract
Abstract | This paper is an interpretive study of Edmonton, Alberta that combines photography, written reflection, and analysis. Blending insider and outsider voices and perspectives, the essay represents the city through the imagery of a gritty, postmodern frontier. Edmonton is depicted as the locus of mixed and often contradictory energies, associated in significant ways with its northwestern character. The project developed through a process of photography and dialogue and is by nature suggestive and partial. It offers a visual-sociological engagement with a particular social environment and cultural landscape, whose look and feel are represented through a combination of photographic images and written text.Résumé | Cet article est une étude interprétative de la ville d’Edmonton qui combine photographie, réflexion écrite et analyse. En mêlant des points de vue externes et internes, cet essai représente la ville à travers l’imagerie d’une frontière postmoderne réaliste. Edmonton est peinte comme un lieu d’énergies diverses et souvent contradictoires, qui sont associées de manière significative avec son caractère du nord-ouest. Le projet s’est développé à travers un processus de photographie et de dialogue et, par nature, est subjective et partial. Il nous offre un engagement visuel sociologique avec un environnement social et un paysage culturel particulier, dont l’apparence et le ressenti sont représentés à travers un mélange d’images et de textes.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.017 | 0.012 |
| Scholarly communication | 0.007 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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 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".