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Record W3200259568 · doi:10.35318/mch.2021070104

Hybrid Warfare in Vietnam: THE U.S. AND SOUTH VIETNAMESE SUCCESS AGAINST THE VIET CONG INSURGENCY

2021· article· en· W3200259568 on OpenAlexfundno aff
Ismaël Fournier

Bibliographic record

VenueMarine Corps History · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicMilitary History and Strategy
Canadian institutionsnot available
FundersMinistère de la Défense NationaleUniversité Laval
KeywordsVietnameseInsurgencyVietnam WarCommunismPolitical sciencePolitical economyAsymmetric warfareEngineeringSpanish Civil WarLawSociologyPolitics

Abstract

fetched live from OpenAlex

In the past decades, most conformist studies dedicated to the Vietnam War were overly critical of the U.S. military’s so-called reliance on conventional warfare in a country deemed to be plagued by an insurgency. Counterinsurgency programs were labeled weak and powerless to shift the Americans’ momentum against the Viet Cong, which outsmarted the U.S. military. This article opposes these theories and suggests that by 1969, the U.S. force’s reliance on conventional warfare against the guerrillas progressively morphed into a strategy that fully supported the military’s counterinsurgency initiatives. Vietnam was a hybrid warfare theater, which required the Americans to fight both the Viet Cong guerrillas and Hanoi’s conventional forces. Through the analysis of U.S. and Communist documents, this study suggests that the Americans succeeded in offsetting the Communists’ tactical approach to hybrid warfare. As they skillfully synchronized regular warfare with counterinsurgency, the U.S. and South Vietnamese forces succeeded in defeating the Viet Cong insurgency by the spring of 1972.

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 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 score0.762
Threshold uncertainty score0.999

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 studies0.0010.001
Scholarly communication0.0000.000
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 head0.024
GPT teacher head0.240
Teacher spread0.216 · 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
Published2021
Admission routes1
Has abstractyes

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