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Protectionism in Modern Economic System: Evaluating the US Trade Policies and the Impacts on China and Canada

2025· article· en· W4410619661 on OpenAlexaboutno aff

Bibliographic record

VenueLecture Notes in Education Psychology and Public Media · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicGlobal trade and economics
Canadian institutionsnot available
Fundersnot available
KeywordsProtectionismChinaInternational tradeEconomicsCommercial policyInternational economicsBusinessPolitical science

Abstract

fetched live from OpenAlex

This research examines how protectionist trade measures affect China and Canada, as both nations primarily encounter such trade barriers from the United States. A protectionist approach includes government-implemented defensive policies that protect domestic industries against foreign market interference by means of taxes and financial assistance alongside restriction limits. This type of control provides temporary economic advantages. However, protectionist policies maintained over time produce economic inefficiencies, together with market volatility that leads nations to take countermeasures, thus reducing market efficiency. China reacted to US tariffs through increased self-reliance combined with its “Dual Circulation Strategy” and international cooperative agreements to decrease dependency on Western market. The Canadian economy encountered major economic problems due to US tariff retaliation, because it depends heavily on US markets; thus, it initiated immediate actions to diversify trade through various agreements. This research focuses on how trade strategies prove the differing effects of protectionist policies through a comparative analysis that supports multilateral economic stability between protectionist interests and international trade relations.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.334
Threshold uncertainty score0.895

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.031
GPT teacher head0.288
Teacher spread0.256 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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
Published2025
Admission routes1
Has abstractyes

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