Networked Urban Mobilities
Bibliographic record
Abstract
This introduction presents an overview of the key concepts discussed in the subsequent chapters of this book. The book investigates the playful artistic intervention of a music-route in Montreal, Canada. It focuses on artistic responses to the Walking with Wordsworth and Basho exhibition held at Dove Cottage in the Lake District, UK. The book develops an analytical view on artistic mobility and history through their examination of the mobility entanglements of representations of the Dardanelles straits originating from two late seventeenth-century French journeys to the Ottoman Empire. It describes the notion of &s;reflective assemblages&s; and &s;comobility&s; through locative media art. The book examines sonic and theatrical artistic interventions as a contribution to the development of mobile methods through a discussion of the work of the Italian artist Daniela de Paulis and the German theater group Rimini Protokoll. It reviews the &s;spectral&s; sounds of motorways by engaging with artists that have sought to listen to roads beyond their &s;unreadable surfaces&s;.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.049 | 0.009 |
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".