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Record W1959475177

L'esplosione del diritto. Il sistema giuridico italiano dal 1975 al 2000

2001· article· it· W1959475177 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

Venuenot available
Typearticle
Languageit
FieldBusiness, Management and Accounting
TopicLegal and Labor Studies
Canadian institutionsnot available
Fundersnot available
KeywordsLegal culturePolitical scienceLawQuarter (Canadian coin)State (computer science)Economic JusticeGeography
DOInot available

Abstract

fetched live from OpenAlex

The last quarter of a century has witnessed a veritable explosion of law in Italy: both the supply and the demand of justice have increased; new legal actors have appeared on the scene or seen their role strengthened; the numbers of students and graduates in law have increased; and there has been an increase in the rate of production of legal culture. The reasons for these changes are economic (industrialisation and the development of services), political (the new organisation of the legal system resulting from European integration) and social (the increase in the tendency to resort to litigation). That being said, however, these changes are accompanied by a degree of relative stability among other factors. The result is four contradictions: stability of the numbers of the magistracy vis-a-vis an increase in the number of cases heard; the continuity of the state vis-a-vis the development of local powers; the stability of the numbers of professors in legal disciplines vis-a-vis the increase in the number of law graduates; the inertia of legal stereotypes vis-a-vis modifications in legal culture.

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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.479
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.002
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0130.011

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.

Opus teacher head0.017
GPT teacher head0.224
Teacher spread0.207 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Quick stats

Citations22
Published2001
Admission routes1
Has abstractyes

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