Joint and Cooperative Inversion of Magnetic and Time Domain Electromagnetic Data for the Characterization of UXO
Bibliographic record
Abstract
PreviousNext No AccessSymposium on the Application of Geophysics to Engineering and Environmental Problems 2003Joint and Cooperative Inversion of Magnetic and Time Domain Electromagnetic Data for the Characterization of UXOAuthors: Leonard R. PasionStephen D. BillingsDouglas W. OldenburgLeonard R. PasionUBC ‐ Geophysical Inversion Facility, Department of Earth and Ocean Sciences, University of British Columbia, Vancouver, B.C., V6T 1Z4, CANADA, Stephen D. BillingsUBC ‐ Geophysical Inversion Facility, Department of Earth and Ocean Sciences, University of British Columbia, Vancouver, B.C., V6T 1Z4, CANADA, and Douglas W. OldenburgUBC ‐ Geophysical Inversion Facility, Department of Earth and Ocean Sciences, University of British Columbia, Vancouver, B.C., V6T 1Z4, CANADAhttps://doi.org/10.4133/1.2923153 SectionsAboutPDF/ePub ToolsAdd to favoritesDownload CitationsTrack CitationsPermissions ShareFacebookTwitterLinked InRedditEmail Abstract Introductory paragraph for this paper is available only in the PDF and GZipped PS filesPermalink: https://doi.org/10.4133/1.2923153FiguresReferencesRelatedDetailsCited byJoint Inversion in Hydrogeophysics and Near-Surface Geophysics1 April 2016Overcoming Overlapped Fields and Geolocation Errors in Point‐Dipole Magnetic Field InversionsRaymond M. René, Ryan T. René, Ki Young Kim, and Chan Hong Park11 May 2012Magnetic models of unexploded ordnanceIEEE Transactions on Geoscience and Remote Sensing, Vol. 44, No. 8UXO Time-Constant Estimation from Helicopter-Borne TEM DataJ. Scott Holladay, William E. Doll, Les P. Beard, James L. C. Lee, and David T. Bell21 June 2012 | Journal of Environmental and Engineering Geophysics, Vol. 11, No. 1 Symposium on the Application of Geophysics to Engineering and Environmental Problems 2003ISSN (online):1554-8015Copyright: 2003 Pages: 1491 publication data© 2003 Copyright © 2003 The Environmental and Engineering Geophysical SocietyPublisher:Environmental & Engineering Geophysical Society HistoryPublished Online: 30 Sep 2008 CITATION INFORMATION Leonard R. Pasion, Stephen D. Billings, and Douglas W. Oldenburg, (2003), "Joint and Cooperative Inversion of Magnetic and Time Domain Electromagnetic Data for the Characterization of UXO," Symposium on the Application of Geophysics to Engineering and Environmental Problems Proceedings : 1455-1468. https://doi.org/10.4133/1.2923153 Plain-Language Summary PDF DownloadLoading ...
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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 teacher head, 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".