Bibliographic record
Abstract
Capital of Culture (ECoC) programme exactly a year on from its inauguration. This event also saw the transition from Liverpool's "Year of Culture 08‟ to "Year of Environment 09" and a simultaneous event in the Austrian city of Linz to which the Capital of Culture mantle passed, along with Vilnius, Lithuania. An estimated 60,000 people congregated at the Pier Head as well as at the Albert Dock and Wirral bank, for a celebration that included sing-a-longs, firework displays, street artists on illuminated bikes and light projections onto a famous refurbished new museum building making up this World Heritage city. This "Light Night" celebration also kick-started similar events held in cities in England and Scotland, with extended opening of venues. The Light Night theme chosen for Liverpool 08's swansong emulates the Nuit Blanche festival celebrated in dozens of cities such as Paris, Rome, Montreal and Toronto - the largest of which attract 1 to 3 million participants over "late night" weekend extravaganzas (Jiwa et al., 2009). These "eventful cities" (Richards and Palmer 2010) reflect a global trend and network that spreads virtually and geographically (Evans, 2011).
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.016 |
| Scholarly communication | 0.017 | 0.004 |
| Open science | 0.001 | 0.011 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.029 | 0.001 |
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".