MétaCan
Menu
Back to cohort
Record W3125316057

Cloudy Weather, with Occasional Sunshine: Consumer Loans, the Legislature, and the Supreme Court of Japan

2013· article· en· W3125316057 on OpenAlexaff
Shigenori Matsui

Bibliographic record

VenueeYLS (Yale Law School) · 2013
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicDispute Resolution and Class Actions
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsLawSupreme courtJurisprudencePolitical scienceStatuteDismissalLegislatureNotice
DOInot available

Abstract

fetched live from OpenAlex

The Supreme Court of Japan, despite its well-known passive and conservative stance towards constitutional adjudication, occasionally shows quite a creative and liberal attitude. Recently, the Supreme Court of Japan has shown this attitude in its development of pro-consumer jurisprudence involving consumer loan cases. This development is still more noteworthy because the Supreme Court of Japan ignored the legislature's intent to overturn its previous judgments and practically wiped out a statutory provision enacted by the legislature. As a result of this development, millions of consumers could demand refunds from consumer loan companies, and consumer loan companies went into serious financial troubles, triggering massive reorganization of the industry. This article outlines this development in the consumer loan cases, examines how the Supreme Court of Japan accomplished this result, and explores the reason why the Supreme Court of Japan decided to take such a bold action.

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 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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.910
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.011
GPT teacher head0.212
Teacher spread0.202 · 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 teacher head, not a consensus.

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
Published2013
Admission routes1
Has abstractyes

Explore more

Same venueeYLS (Yale Law School)Same topicDispute Resolution and Class ActionsFrench-language works237,207