<b>To: “Extended Walton third-order elastic coefficients modified by an anisotropic and stress-dependent coordination number,”</b> Jeremy Gallop, <scp>GEOPHYSICS</scp>, <b>78</b>, no. 6, D545–D556, doi: 10.1190/geo2013-0127.1.
Bibliographic record
Abstract
PreviousNext No AccessGEOPHYSICSVolume 82, Issue 2To: "Extended Walton third-order elastic coefficients modified by an anisotropic and stress-dependent coordination number," Jeremy Gallop, GEOPHYSICS, 78, no. 6, D545–D556, doi: 10.1190/geo2013-0127.1.Authors: Jeremy GallopJeremy GallopCenovus Energy Ltd., Calgary, Alberta, Canada. E-mail: .https://doi.org/10.1190/geo2017-0123-errata.1 SectionsAboutFull TextPDF/ePub ToolsAdd to favoritesDownload CitationsTrack CitationsPermissions ShareFacebookTwitterLinked InRedditEmail "To: "Extended Walton third-order elastic coefficients modified by an anisotropic and stress-dependent coordination number," Jeremy Gallop, GEOPHYSICS, 78, no. 6, D545–D556, doi: 10.1190/geo2013-0127.1.." Geophysics, 82(2), p. Y1FiguresReferencesRelatedDetailsRelated articlesGEOPHYSICS29 Oct 2013Extended Walton third-order elastic coefficients modified by an anisotropic and stress-dependent coordination number Volume 82Issue 2Mar 2017Pages: 1MA-Z12ISSN (print):0016-8033 ISSN (online):1942-2156 Publisher:Society of Exploration Geophysicists HistoryPublished Online: 15 Feb 2017Published in print: 01 Mar 2017 CITATION INFORMATION Jeremy Gallop, (2017), "To: "Extended Walton third-order elastic coefficients modified by an anisotropic and stress-dependent coordination number," Jeremy Gallop, GEOPHYSICS, 78, no. 6, D545–D556, doi: 10.1190/geo2013-0127.1.," GEOPHYSICS 82: Y1-Y1. https://doi.org/10.1190/geo2017-0123-errata.1 Plain-Language Summary PDF Download Metrics Loading ...
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.630 | 0.359 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".