MétaCan
Menu
Back to cohort
Record W4390503121 · doi:10.15388/tmp.2023.13

Terapinė jurisprudencija – kelias pasitikėjimo teise link. Mediacijos atvejis

2024· article· en· W4390503121 on OpenAlexaboutno aff
Dominyka Grybauskaitė, Ugnė Jakaitytė

Bibliographic record

VenueVilnius University Open Series · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean and International Law Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMediationTherapeutic jurisprudenceJurisprudenceAlternative dispute resolutionNorwegianPolitical scienceLegislationParty-directed mediationEconomic JusticeLawPsychologyPhilosophyPsychotherapist

Abstract

fetched live from OpenAlex

The article analyses the implementation of therapeutic jurisprudence in mediation. Therapeutic jurisprudence is an interdisciplinary field of study that seeks to explore how the negative effects of legislation and the application of law can be reduced and the therapeutic effects enhanced. The judicial process often exacerbates an existing conflict and intensifies the negative experiences caused by the conflict itself. Therefore, the objectives of therapeutic jurisprudence can be achieved through alternative dispute resolution methods, including mediation. The work reveals how aims and principles of mediation implement the ideas of therapeutic jurisprudence and how the use of mediation allows for the achievement of a socially beneficial goal of increasing trust in the legal system. The article provides a comparative analysis of mediation in family cases in Canada and Lithuania and assesses whether the ideas of therapeutic jurisprudence are implemented in Lithuania through the institute of family dispute mediation. The comparative analysis of Lithuanian and Norwegian regulation of mediation in criminal justice shows that that the Norwegian model of victim-offender mediation can serve as a model for the realization of the goals of therapeutic jurisprudence in Lithuania.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.008
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.003
Scholarly communication0.0030.001
Open science0.0000.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0080.001

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.

Opus teacher head0.026
GPT teacher head0.299
Teacher spread0.272 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueVilnius University Open SeriesSame topicEuropean and International Law StudiesFrench-language works237,207