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Record W4389410758 · doi:10.15294/lesrev.v7i2.69394

Constitutional and Judicial Interpretation of Environmental Laws in Nigeria, India and Canada

2023· article· en· W4389410758 on OpenAlexaffabout
Empire Hechime Nyekwere, Uche Nnawulezi, Septhian Eka Adiyatma, Kasim Balarabe, Muhammad Abdul Rouf

Bibliographic record

VenueLex Scientia Law Review · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicEnvironmental law and policy
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsEnvironmental lawPolitical scienceLawJudicial interpretationLegislatureSafeguardingInterpretation (philosophy)Context (archaeology)Government (linguistics)Public administrationGeography

Abstract

fetched live from OpenAlex

The judiciary, an important branch of government responsible for legal interpretation, dispute resolution, and justice administration, holds a crucial role in national environmental protection. Courts play a key role in safeguarding a nation's environment by interpreting constitutional provisions related to environmental protection and other legislative frameworks. The effectiveness of a country's environmental protection is contingent on the assertiveness, creativity, and innovation of its judiciary in interpreting laws, policies, and regulations designed for environmental preservation. The widely held belief is that the judiciary, more than any other institution, is best positioned to adjudicate, inform, guide, and lead in environmental protection. A proactive, inventive, and inspirational judiciary motivates the executive and legislative branches to implement pertinent environmental laws, policies, and regulations. This study utilizes a doctrinal research methodology to comprehensively review and compare the environmental protection frameworks in Nigeria, India, and Canada. The focus is on constitutional provisions related to environmental protection and judicial interpretations, particularly in the context of Environmental Impact Assessment (EIA) laws. While explicit constitutional provisions on environmental protection are absent in Canada, India, and Nigeria, the courts in India and Canada have demonstrated creative interpretation of their constitutions to safeguard the environment. Notably, in India, environmental protection falls under the non-adjudicable Directive Principles of State Policy (DPSP).

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)0.002
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: Other
Teacher disagreement score0.110
Threshold uncertainty score0.314

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0040.007
Science and technology studies0.0080.007
Scholarly communication0.0050.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.009
GPT teacher head0.267
Teacher spread0.259 · 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

Citations6
Published2023
Admission routes2
Has abstractyes

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Same venueLex Scientia Law ReviewSame topicEnvironmental law and policyFrench-language works237,207