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
Proliferating streetlights generated complex emotional responses in modern cities. Drawing on recent scholarship in the history of the emotions, this article argues that examining the feelings of pride and prestige associated with technological innovation, but also of anger and fear when light was lacking or unpleasant, reveals the intimate nature of urban dwellers’ relationship to their environment. Street lighting is often studied as part the networks of infrastructure that gave cities their contemporary form, or as elements of the commercial expansion that made them centers of consumerism. At the intersection of these trends stood the emotional experiences of those seeking to lay claim to the urban night. If the cultural significance of emotions varies according to historical circumstances, comparing the tensions, politics, and atmospheres of streetlights in distant places like Montreal and Brussels suggests that the rapidly changing urban environment of the period produced its own distinct emotional regime.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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