Kharkiv's Soulful Places: An Artistic Research
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
What makes certain places in a city fascinating, even magical? This is not about the so-called “nice city” areas, be it views of historical districts or monuments or city parks—places that are by default associated with pleasant ambiance or recreation. This essay is about places that create an immediate impression and that can become intimate, eliciting an emotional response or addressing our hidden needs. It describes research results achieved by sociology students of the Kharkiv School of Architecture in the 2017-18 academic year. The research was dedicated to urban places with a “soul,” with all of the possible shades and differences this social construct implies. The purpose of this research was to find a way to recreate the charm of places, to recreate their atmosphere and their aura in other contexts. Overall, this essay emphasizes the importance of authentic places and stresses the need to study and preserve them as a basis for the urban life of contemporary Kharkiv.
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 | 0.005 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.003 |
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