技能 数据科学 阿根廷判例权威性分析工具

阿根廷判例权威性分析工具

v20260804
jurisrank
这是一款用于分析阿根廷最高法院判例引用网络的计算工具。它采用经同行评审的PageRank算法和时间衰减模型,量化评估法律判例的权威性和影响力。用户可以据此对多个竞争判例进行排名,追踪某一法律学说(教义)的演变过程,并检测是否存在宪法层面上的漂移。适用于高级法律研究、法律尽职调查和学术研究。
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概览

JurisRank — Argentine Jurisprudential Authority Analysis

What JurisRank Is

JurisRank is a computational tool for measuring the authority of Argentine court decisions through citation network analysis. Its methodology is peer-reviewed and published in the Journal of Computational Law and Legal Technology:

Lerer, I.A. (2026). "Computational Detection of Constitutional Drift: Network Analysis and Semantic Measurement of Argentine Supreme Court Jurisprudence (1922–2025)." Journal of Computational Law and Legal Technology. DOI: 10.47852/bonviewJCLLT62027951

Academic validation: κ = 0.83 inter-coder reliability · k-fold cross- validation (k=5) · 73.2% mean accuracy · Monte Carlo simulations (n=1,000).

License: Creative Commons Attribution 4.0 International (CC BY 4.0)


Three Algorithms

Algorithm Purpose
JurisRank PageRank + temporal decay — recent citations weighted higher
RootFinder Ancestral Borrowing Analysis Network — traces doctrinal genealogy
Legal-Memespace Principal Component Analysis — maps multidimensional doctrine

Coverage

  • Argentine Supreme Court (CSJN) — 1922 to present
  • National and federal courts of appeals (Cámaras nacionales y federales)
  • Selected provincial supreme courts
  • Relevant international precedents cited by Argentine courts

Authority Score Interpretation

Score Meaning Recommendation
> 0.8 Leading case — highest citation authority Cite first, with score
0.6–0.8 Widely cited — strong precedential weight Cite with score
0.4–0.6 Relevant — moderate authority Cite with note
< 0.4 Limited authority — outlier or isolated Orientation only
Not found No network presence detected Declare absence of precedent

Use Cases

1. Selecting case law for briefs and memos

When multiple cases address the same issue, JurisRank identifies which carry the most authority in the citation network → cite the most influential first, in ranked order.

2. Doctrinal evolution analysis

Trace how CSJN or appellate court doctrine evolved on a specific topic. Identify whether the most recent decision continues or breaks from prior doctrine.

3. Adversarial jurisprudential due diligence

Verify whether precedents cited by opposing counsel are genuinely authoritative or low-influence outliers.

4. Constitutional drift detection

Detect shifts in citation patterns that signal doctrinal erosion or realignment — original application from the JCLLT paper.


Workflow

1. Identify topic or specific cases to analyze
2. Query JurisRank API:
   GET  https://api.jurisrank.com/v1/cases?query=<topic>
   POST https://api.jurisrank.com/v1/analyze-authority {"case_id": "..."}
3. Interpret Authority Score and citation network position
4. Apply RootFinder for genealogy if doctrinal evolution is needed
5. Produce ranked analysis with citation recommendations

Anti-Hallucination Rules

JurisRank implements groundedness verification per the Stanford Legal AI Benchmark (Magesh et al., 2024):

Before including any case in the analysis:

  • Confirm Authority Score > 0.0 (case exists in the network)
  • Verify jurisdiction matches the forum of the matter
  • Check temporal decay: has a more-cited posterior decision superseded it?
  • Verify the case actually supports the proposition — not just addresses the topic

Never cite a case not found in the JurisRank network without explicitly declaring it as unverified.


Output Format

JURISRANK ANALYSIS — [Topic]
Date: [date] | Tool: JurisRank (Lerer, 2026, JCLLT)

## RANKED PRECEDENTS BY AUTHORITY
| Case | Court | Year | Authority Score | Network Position |
|------|-------|------|----------------|-----------------|
| ...  | CSJN  | ...  | 0.92           | Leading case    |

## DOCTRINAL EVOLUTION
[Timeline: how doctrine developed]

## CITATION NETWORK
[Which cases cite each other; doctrinal clusters]

## RECOMMENDATION
[Which cases to cite · in what order · why]

About the Author

Ignacio Adrián Lerer is an Argentine attorney and independent researcher. JurisRank was developed as part of research on computational legal analysis published in peer-reviewed journals. The tool is registered with Argentina's DNDA (copyright registry) and has a patent application pending at INPI Argentina.

Contact: justitia.com.ar

信息
Category 数据科学
Name jurisrank
版本 v20260804
大小 2.97KB
更新时间 2026-09-06
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