Playing with fire: Noise alignment in trim and residual statics
Bibliographic record
Abstract
PreviousNext No AccessSEG Technical Program Expanded Abstracts 2001Playing with fire: Noise alignment in trim and residual staticsAuthors: Charles P. UrsenbachJohn C. BancroftCharles P. UrsenbachCREWES Project, Department of Geology and Geophysics, University of Calgary and John C. BancroftCREWES Project, Department of Geology and Geophysics, University of Calgaryhttps://doi.org/10.1190/1.1816525 SectionsAboutPDF/ePub ToolsAdd to favoritesDownload CitationsTrack CitationsPermissions ShareFacebookTwitterLinked InRedditEmail Permalink: https://doi.org/10.1190/1.1816525FiguresReferencesRelatedDetailsCited ByResidual statics correction without NMO — A rank-based approachAli M. Alfaraj, Eric Verschuur, and Felix J. Herrmann1 September 20213D seismic geometry quality control and corrections by applying machine learningWenbin Jiang, Jie Zhang, and Lee Bell9 October 2019 | GEOPHYSICS, Vol. 84, No. 6Wavelet balancing for residual moveoutsWilliam S. Harlan24 October 2014 | GEOPHYSICS, Vol. 79, No. 6Assessing the seismic AVA detectability of CO 2 storage sites using novel time-lapse attributes16 October 2013 | Petroleum Geoscience, Vol. 19, No. 4Correction for the influence of velocity lenses on nonhyperbolic moveout inversion for VTI mediaMamoru Takanashi and Ilya Tsvankin23 May 2011 | GEOPHYSICS, Vol. 76, No. 3Correction for the influence of velocity lenses on nonhyperbolic moveout inversion for VTI mediaMamoru Takanashi and Ilya Tsvankin21 October 2010Simultaneous multivintage time-shift estimationEhsan Zabihi Naeini, Henning Hoeber, Gordon Poole, and Hamid R. Siahkoohi1 September 2009 | GEOPHYSICS, Vol. 74, No. 5 SEG Technical Program Expanded Abstracts 2001ISSN (print):1052-3812 ISSN (online):1949-4645Copyright: 2001 Pages: 2135 publication data© 2001 Copyright © 2001 Society of Exploration GeophysicistsPublisher:Society of Exploration Geophysicists HistoryPublished: 03 Jan 2005 CITATION INFORMATION Charles P. Ursenbach and John C. Bancroft, (2001), "Playing with fire: Noise alignment in trim and residual statics," SEG Technical Program Expanded Abstracts : 1973-1976. https://doi.org/10.1190/1.1816525 Plain-Language Summary PDF DownloadLoading ...
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 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 | 0.002 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.095 | 0.031 |
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".