Urban Acupuncture in the era on Ubiquitous Media
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
The concept of Urban Acupuncture as applied to a contemporary vision of cities, between ubiquitous technologies, social networks, sensors and cloud computing. From the possibility to listen in real time to the digital life of the city to the opportunity to design and implement novel models for participatory, co-creation practices for city governance, planning, culture, tourism, citizen activation. The paper describes the construction process of a methodology and of the required set of digital tools which allow to enact Urban Acupuncture practices in cities with high numbers of social media interactions Two case studies are included for the City of Rome and the City of Turin, showing two practical applications in the domains of culture and of multiculturalism, respectively. The two cases have been performed in collaboration and with the support of the city administrations and, in the final remarks, they are used to produce an evaluation of the proposed methodology and a series of focuses for further research and investigation
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 | 0.002 | 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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