Le discours des évêques italiens sur la famille et les questions éthiques : une ou plusieurs voix ?
Bibliographic record
Abstract
Le présent article étudie l’enseignement des évêques italiens sur la famille et quelques questions éthiques, sur une période de dix ans (2001-2011). Pour les catholiques italiens et les Italiens en général, il n’est pas facile de faire la distinction entre le Vatican et la Conférence épiscopale italienne et, par conséquent, on donne de l’importance aux discours d’un évêque en fonction de son rapport à la position « officielle » du pape. Dans ce contexte, on examinera les discours de quatre évêques qui ont une résonance publique, c’est-à-dire des interventions dans lesquelles ces évêques sont conscients de s’adresser non seulement aux catholiques mais aux Italiens. Il en résultera un panorama diversifié, qui montre différentes approches des problèmes de l’homme d’aujourd’hui.
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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 | 0.011 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.016 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.007 | 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".