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Record W3217454682 · doi:10.21428/f1f23564.d9c905e8

Follow The Ho Chi Minh Trail: Analyzing the Media History of the Electronic Battlefield

2021· article· en· W3217454682 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueIDEAH · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicVietnamese History and Culture Studies
Canadian institutionsUniversity of Toronto
FundersU.S. Air Force
KeywordsHo chi minhBattlefieldAncient historyHistoryGeographyCartography

Abstract

fetched live from OpenAlex

is set in an alternative history in which the United States wins the Vietnam War. The HBO miniseries Watchmen (2019) updates the original graphic novel's thought-experiment, asking its viewers to question how American imperial power yoked with white supremacist tendencies operationalizes itself in the contemporary world. In the text, upon President Richard Nixon's request, the godlike superhero Dr. Manhattan intervenes in Vietnam on behalf of the US government. Through the militarization of Dr. Manhattan's superpowers, the US defeats the Viet Cong and colonizes Vietnam, turning the nation into the 51st state of the United States. Dr. Manhattan's powers enable the US to win the Vietnam War and, by extension, control the outcome of the Cold War in the Watchmen superhero universe. Dr. Manhattan is the personification of scientism and cybernetic thinking, symbolizing how technological innovation born out of Cold War science was always-already radicalized, politicized, and weaponized by the United States. The Vietnam War refracted through the Watchmen series sheds light on the bruised ego of the American psyche and the political gut-punch that multiple US presidents received at the hands of the Viet Cong. The defining logic driving the American war effort in Vietnam was that, with the most advanced military in the world, the United States should be able to effortlessly bring down the Viet Cong with technological solutions to the problems of war. In this essay, I suggest that contemporary conversations about digital battlefields and autonomous weapons can be enriched by a better understanding of the history of media technologies whose development was supported by military concerns in the quarter-century after the Second World War. Specifically, I examine the media history of one such technological solution: an electronic sensor network along the Ho Chi Minh trail, described in the study "Air Supported Anti-Infiltration Barrier" by the Institute for Defense Analyses' JASON division, a group of scientists that advised the US government (Deitchman et al.).

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.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.880
Threshold uncertainty score0.986

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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)0.0000.000

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 head0.020
GPT teacher head0.243
Teacher spread0.223 · 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