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Record W2336804808 · doi:10.4138/atlgeol.2016.004

Atlantic Geoscience Society Abstracts: 42nd Annual Colloquium & General Meeting 2016

2016· article· en· W2336804808 on OpenAlexaffvenueabout
Chris White

Bibliographic record

VenueAtlantic Geology · 2016
Typearticle
Languageen
FieldEnvironmental Science
TopicMethane Hydrates and Related Phenomena
Canadian institutionsNova Scotia Department of Energy
Fundersnot available
KeywordsGeologyEarth scienceLibrary scienceComputer science

Abstract

fetched live from OpenAlex

In the following pages, we are pleased to publish the abstracts of oral and poster presentations from the meeting, which included the following special sessions: ( 1) Recent Research in Petrology and Geophysics; (2) Recent Research in Sedimentary and Surficial Geology; (3) Recent Research in Economic Geology; (4) Dates, Rates, and Duration of Tectonic Processes-Timing is Everything; (5) Tin-related Mineralization and Exploration in the Maritimes; (6) Geoscience Education and Outreach: Creating an Awareness; (7) Offshore Geology of Eastern Canada; and (8) Advances in Carboniferous Geology in the Atlantic Provinces.Also included with the conference was a day-long workshop on "QA/QC in Geology Research and Exploration" by Cliff Stanley (Acadia University).The guest speaker at Saturday evening's banquet and social was Gerald Gloade (Mi'kmaq artist from Millbrook and Program Officer at Mi'kmawey Debert Cultural Centre) who gave an informative and entertaining presentation on Mi'kmaq legends in Atlantic Canada and how intertwined the relationship is between Glooscap and geology.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.585
Threshold uncertainty score0.835

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0010.000
Scholarly communication0.0040.002
Open science0.0010.003
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.4150.281

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 head0.008
GPT teacher head0.218
Teacher spread0.210 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

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

Citations3
Published2016
Admission routes3
Has abstractyes

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