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
Just north of Belgrade, the Serbian city of Novi Sad is transformed at the begin-fling of summer. As the linden trees bloom, the smallest breeze scatters blossoms in everyone's hair, and fills the streets with a gentle perfume. In the midday heat, characteristically laid-back citizens gather beneath the sun umbrellas of cafe terraces, where they sip strong coffee until evening, when cooler air transforms gazes from languid to flirtatious. Finally, when night falls, the city's parks and squares light up with dancing images and haunting sounds of films from all over the world. This is the Cinema City International Rim Festival, a celebration designed to turn the whole of Novi Sad into one big cinema. Before Novi Sad's first modern multiplex opened in January of this year, the festival organisers had to be resourceful in order to screen more than one film at a time. The city's theatres and cultural centres were obvious venues, but as a summer festival, open-air screenings were also an appealing option. Although the opening and dosing ceremonies, as well as many regular screenings, now take place at the 'Arena' multiplex in the city centre, the festival remains true to its original concept of a city-wide event. With tickets priced at a modest 150 Serbian dinars (about 2 Canadian dollars), Cinema City is one of the world's more accessible film festivals. Cinema City is not only designed for the public's benefit: the festival's other main purpose to provide a forum for the nation's talent, giving Serbian directors the opportunity to show their work to the world. Cinema City's mission to promote domestic flimmaking is reflected in the distribution of its prizes: two thirds of the festival's signature Ibis awards are reserved for Serbian films, which compete in the 'National Class' category. This year's Ibis for Best Film in the National Class went to Nikola Lelaic's coming-of-age skater movie Tilva Ros (2010). The festival still lives up to its international label, as its other two competitive categories ('Exit Point' and 'Up to 10,000 Bucks1) are open to films from all over the world. 'Exit Point' showcases independent cinema on to a given theme (this year's theme was 'women'), while 'Up to 10,000 Bucks' is for low-budget (typically short) films. The Ibis for Best Film in the Exit Point category went to Czech director jan Hfiebejk's Kawasaki's Rose (2010), while Croatian director Irena Skoric took Best Film in the Up to 10,000 Bucks category with her 10-minute short, 'March 9th'. The festival also embraces international cinema in its out-of-competition selection. This year there were 14 non-competitive categories, encompassing fiction films and documentaries, shorts and features, new films and retrospectives. The only out-of-competition category devoted solely to domestic talent was an homage to actor Bata livojinovic who received a Lifetime Achievement Award for his work in more than 270 films and television series. A number of foreign artists were also honoured with retrospectives: Hungarian master BeJa Tarr, who made a guest appearance at the festival; Lithuanian director Sharunas Bartas, who headed the National Class jury; and Polish director Dorota K'dzierzawska, president of the Exit Point jury. K'dzierzawska was presented with an Ibis Award for Contribution to European Cinema, and the festival opened with her most recent film, Jutro b'dzie lepiej (Tomorrow Will be Better, 2010). There are a handful of awards in addition to Cinema City's own Ibis awards, some of which are open to films outside the festival's official competition. Rating films by secret ballot after each screening, the public selects one film from any category to win the Audience Award. This year's Audience Award nevertheless went to a film in the National Class: Cinema Komunisto (2010), Mila Turajlic's witty and moving documentary on the former Yugoslavia's film industry. Cinema City also invites two international critics' associations to present their awards. …
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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