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Introduction

2019· book-chapter· en· W3028070521 on OpenAlexaboutno aff
Jeff Broadwater, Troy L. Kickler

Bibliographic record

VenueUniversity of North Carolina Press eBooks · 2019
Typebook-chapter
Languageen
FieldSocial Sciences
TopicAmerican Constitutional Law and Politics
Canadian institutionsnot available
Fundersnot available
KeywordsRatificationConstitutionPolitical scienceLawState (computer science)IdeologyJurisdictionPolitics

Abstract

fetched live from OpenAlex

The introduction provides a summary of North Carolina’s history from roughly 1763 to 1789, the nation’s Founding Era. America’s federal system made state leaders critical to the outcome of the American Revolution. Radicalized by controversies such as the debate over foreign attachments, which involved the jurisdiction of colonial courts, North Carolina in the Halifax Resolves became the first state to endorse independence. Although the state was plagued by internal unrest, typified by the pre-Revolutionary Regulator movement, most of North Carolina’s political elite supported the Revolution. On the question of further reform, however, they split into conservative and radical factions. During the debate over ratification of the Constitution, pro-ratification Federalists battled Anti-Federalists, who opposed ratification. While North Carolina eventually ratified the Constitution, the Anti-Federalists’ small-government ideology ultimately proved more congenial to the state’s voters.

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation 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: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.463
Threshold uncertainty score0.766

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0020.001
Scholarly communication0.0050.003
Open science0.0020.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.4630.267

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 head0.021
GPT teacher head0.220
Teacher spread0.199 · 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.

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

Citations0
Published2019
Admission routes1
Has abstractyes

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Same venueUniversity of North Carolina Press eBooksSame topicAmerican Constitutional Law and PoliticsFrench-language works237,207