A web community to support a cooperative work: "L’Osservatore Romano" case study
Bibliographic record
Abstract
This paper presents a case study on the experience of the Vatican City journal “L’Osservatore Romano” referred to the constitution of a work and practice community supported by web technologies. It is a community with a complex organization and geografically distributed, because it involves the publishing firms to which the printing of “L’Osservatore Romano” has been assigned and the task of delivering the Pope’s journal in Argentina, Brasil, India, Mexico, Perù, the United States and Canada. \nThe project has arisen to answer the need to supply “L’Osservatore Romano” with a tool to improve the co-ordination and the spirit of belonging for the workers involved. The elements have been pin-pointed and defined, on which to build a web community, in order to identify and distribute good practices, capitalize professional experiences, stimulate create new knowledge, and codify a common problem solving methodology.
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How this classification was reachedexpand
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".