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Record W4283705308 · doi:10.1130/2022.2554(001)

Introduction

2022· book-chapter· en· W4283705308 on OpenAlexaff
Yvette D. Kuiper, J. Brendan Murphy, R. Damian Nance, Robin A. Strachan, Margaret D. Thompson

Bibliographic record

VenueGeological Society of America eBooks · 2022
Typebook-chapter
Languageen
FieldEarth and Planetary Sciences
TopicGeological and Geochemical Analysis
Canadian institutionsSt. Francis Xavier University
Fundersnot available
KeywordsGeography

Abstract

fetched live from OpenAlex

ABSTRACT This chapter has no abstract. This Special Paper covering “New Developments in the Appalachian-Caledonian-Variscan Orogen” follows our 2019 GSA Annual Meeting session with the same title (convened by Kuiper, Nance, Murphy, and Strachan; 32 contributions) and our 2019 GSA Northeastern (NEGSA) Section meeting session “Peri-Gondwanan Terranes and Their Origins: What Do We Really Know?” (convened by Kuiper, Thompson, and Nance; 14 contributions). It has been a quarter century since the publication of the GSA Special Paper, Avalonian and Related Peri-Gondwanan Terranes of the Circum-North Atlantic, by Nance and Thompson (1996). With new analytical and field techniques, and increased international communication and collaboration, much more has been learned about the Appalachian-Caledonian-Variscan orogen. Cross-Atlantic correlations are better understood, and the database that helps us understand the origins of Gondwanan terranes continues to grow.

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)0.000
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: Other · Consensus signal: Other
Teacher disagreement score0.796
Threshold uncertainty score0.942

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.3580.000

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 head0.013
GPT teacher head0.179
Teacher spread0.166 · 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
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
Published2022
Admission routes1
Has abstractyes

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