MétaCan
Menu
Back to cohort

Sizes of insurance premiums and insurance coverage as important elements of the lawyer’s civil liability insurance mechanism: experience of foreign countries

2025· article· en· W4413199555 on OpenAlexaboutno aff
V.V. Zaborovskyy, V.V. Manzyuk

Bibliographic record

VenueUzhhorod National University Herald Series Law · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Studies and Reforms
Canadian institutionsnot available
Fundersnot available
KeywordsLiability insuranceInsurance lawInsurance policyLegislatureProperty insuranceBusinessThe RepublicLiabilityLegal liabilityKey person insuranceGeneral insuranceLawActuarial sciencePolitical science

Abstract

fetched live from OpenAlex

Within the limits of this article, the legal nature of the institute of civil liability insurance of the lawyer is revealed, primarily through the prism of determining the reasonable and fair sizes of both insurance contributions and insurance coverage. Attention is drawn to the fact that determining the size of both insurance premiums and insurance coverage, as important elements of the lawyer’s civil liability insurance mechanism, is perceived as a clear obstacle to the introduction of such an insurance mechanism in Ukraine. It is concluded that the difficulty of fixing the above amounts, primarily in the aspect of determining the optimal ratio between them, in particular, is that, on the one hand, the amount of insurance contributions should not be perceived as a financial burden for the lawyer, and on the other hand, the amount of insurance coverage should in turn, to ensure the property interests of the lawyer’s client. This article is also devoted to clarifying the experience of the legislators of foreign countries (the Republic of Italy, the Federal Republic of Germany, the Republic of Austria, the French Republic, the Republic of Lithuania, Romania, the United States of America and Canada) primarily in determining the minimum (guarantee) amounts of insurance sums. It is concluded that primarily in order to ensure the interests of the lawyer’s client, a number of foreign countries at the legislative level establish minimum (guarantee) amounts of insurance sums, as well as various indicators that affect the determination of this amount in the conditions of mandatory civil liability insurance of lawyers. Attention is drawn to the fact that although foreign countries (in particular, European countries) use different approaches to their definition, we believe that the Ukrainian legislator should fix the minimum amounts of insurance sums, the calculation of which should depend on certain indicators (primarily the form and scope of the lawyer’s activity, duration employment as a lawyer in general).

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)0.005
metaresearch head score (Gemma)0.007
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: Other · Consensus signal: none
Teacher disagreement score0.009
Threshold uncertainty score0.024

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.003
Scholarly communication0.0030.002
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.007
GPT teacher head0.238
Teacher spread0.231 · 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
GenreOther

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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueUzhhorod National University Herald Series LawSame topicLegal Studies and ReformsFrench-language works237,207