Bibliographic record
Abstract
The brand new landmark «The Conveyor» is a vast cultural hub, a megastructure that will host professionals to unite in one thinking \ndimension sharing experiences from all around the globe, attracting tourists and locals, changing the cultural environment of the area. \nThe project of FITT headquarters combines the necessities and peculiarities of the working spaces together with the leisure activities, \nwhich arise not only the wellbeing of the workers but also attempt to attract visitors and people who are passing by to the area. \nFor this purpose, the arena serves as a catalyst for exposition activities but also conferences as well as community organizations. \nThe shape derives from the primary values of the Fitt company representing progress and corporate identity. The geometry of \nthe new quarter has two key elements: circular arena and its following spine. Culture plays an important role for the Province \nof Vicenza and the new Arena will contribute with its rich program and serve as an event space and education amenity. \nBy deviating within the plot boundaries, the spine creates a different distant relation to the \nexisting industrial building and allows generous green spaces for sunbathing and walks. \n«The Conveyor» is created to bring people together to the Peri-urban context of the Province of Vicenza. The main access to the \nnew quarter is from Via Piave, where a whirlpool shaped arena opens up to the observer with it’s myriad of pipes following the \nfacade. Achieving the so-called «forest effect» sensation gives visitors an idea of easy access, equality and a sense of belonging. \nBeing located in close relationship with the infrastructure of Sandrigo city «The Conveyor» will \nbecome a new point of attraction and will integrate the scientific and cultural program of the area.
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.
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.012 | 0.008 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.289 | 0.105 |
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".