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Record W2317917382 · doi:10.2113/gselements.9.2.99

Serpentinite: What, Why, Where?

2013· article· en· W2317917382 on OpenAlexaff
Bernard W. Evans, Kéiko Hattori, Alain Baronnet

Bibliographic record

VenueElements · 2013
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicGeological and Geochemical Analysis
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsCitationLibrary scienceArt historyArtComputer science

Abstract

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Research Article| April 01, 2013 Serpentinite: What, Why, Where? Bernard W. Evans; Bernard W. Evans 1Department of Earth and Space Sciences, University of Washington, Seattle, WA 98195-1310, USAE-mail: bwevans@u.washington.edu Search for other works by this author on: GSW Google Scholar Keiko Hattori; Keiko Hattori 2Department of Earth Sciences, University of OttawaOttawa, ON K1N 6N5, CanadaE-mail: khattori@uottawa.ca Search for other works by this author on: GSW Google Scholar Alain Baronnet Alain Baronnet 3Centre Interdisciplinaire de Nanosciences de Marseille, CNRS, Aix-Marseille Université, 13288, Marseille, FranceE-mail: baronnet@cinam.univ-mrs.fr Search for other works by this author on: GSW Google Scholar Author and Article Information Bernard W. Evans 1Department of Earth and Space Sciences, University of Washington, Seattle, WA 98195-1310, USAE-mail: bwevans@u.washington.edu Keiko Hattori 2Department of Earth Sciences, University of OttawaOttawa, ON K1N 6N5, CanadaE-mail: khattori@uottawa.ca Alain Baronnet 3Centre Interdisciplinaire de Nanosciences de Marseille, CNRS, Aix-Marseille Université, 13288, Marseille, FranceE-mail: baronnet@cinam.univ-mrs.fr Publisher: Mineralogical Society of America First Online: 09 Mar 2017 Online ISSN: 1811-5217 Print ISSN: 1811-5209 © 2013 by the Mineralogical Society of America Elements (2013) 9 (2): 99–106. https://doi.org/10.2113/gselements.9.2.99 Article history First Online: 09 Mar 2017 Cite View This Citation Add to Citation Manager Share Icon Share Facebook Twitter LinkedIn Email Permissions Search Site Citation Bernard W. Evans, Keiko Hattori, Alain Baronnet; Serpentinite: What, Why, Where?. Elements 2013;; 9 (2): 99–106. doi: https://doi.org/10.2113/gselements.9.2.99 Download citation file: Ris (Zotero) Refmanager EasyBib Bookends Mendeley Papers EndNote RefWorks BibTex toolbar search Search Dropdown Menu toolbar search search input Search input auto suggest filter your search All ContentBy SocietyElements Search Advanced Search Abstract Rock-forming serpentine minerals form flat, cylindrical, and corrugated crystal microstructures, which reflect energetically efficient layering of alternate tetrahedral and octahedral sheets. Serpentinization of peridotite involves internal buffering of the pore fluid, reduction of oxygen fugacity, and partial oxidation of Fe2+ to Fe3+. Sluggish MgFe diffusion in olivine causes precipitation of magnetite and release of H2. The tectonic environment of the serpentinization process dictates the abundance of fluid-mobile elements in serpentinites. Similar enrichment patterns of fluid-mobile elements in mantle-wedge serpentinites and arc magmas suggest a linkage between the dehydration of serpentinite and arc magmatism. You do not have access to this content, please speak to your institutional administrator if you feel you should have access.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.055
Threshold uncertainty score0.185

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0040.004
Scholarly communication0.0070.007
Open science0.0010.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0550.015

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 head0.010
GPT teacher head0.193
Teacher spread0.183 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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".

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Citations355
Published2013
Admission routes1
Has abstractyes

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