Evaluating the Effects of Magnetic Susceptibility in UXO Discrimination Problems
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Bibliographic record
Abstract
PreviousNext No AccessSymposium on the Application of Geophysics to Engineering and Environmental Problems 2002Evaluating the Effects of Magnetic Susceptibility in UXO Discrimination ProblemsAuthors: 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., V6T1Z4, CANADA, Stephen D. BillingsUBC ‐ Geophysical Inversion Facility, Department of Earth and Ocean Sciences, University of British Columbia, Vancouver, B.C., V6T1Z4, CANADA, and Douglas W. OldenburgUBC ‐ Geophysical Inversion Facility, Department of Earth and Ocean Sciences, University of British Columbia, Vancouver, B.C., V6T1Z4, CANADAhttps://doi.org/10.4133/1.2927057 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/10.4133/1.2927057FiguresReferencesRelatedDetailsCited byDetection of Metallic Objects in Mineralized Soil Using Magnetic Induction SpectroscopyIEEE Transactions on Geoscience and Remote SensingQuantitative Analysis and Interpretation of Transient Electromagnetic Data via Principal Component AnalysisIEEE Transactions on Geoscience and Remote Sensing, Vol. 50, No. 5Rapid and accurate estimate of the effect of magnetically susceptible soil on MPV-TD sensor data using the method of imagesCharacterization of frequency‐dependent magnetic susceptibility in UXO electromagnetic geophysicsTodd Meglich, Yaoguo Li, Len Pasion, Douglas Oldenburg, Remke L. Van Dam, and Stephen Billings15 December 2008Application of the Wiener Filter to Total‐Field Magnetic Data for UXO DetectionTodd Meglich, Yaoguo Li, and Leonard R. Pasion30 September 2008 Symposium on the Application of Geophysics to Engineering and Environmental Problems 2002ISSN (online):1554-8015Copyright: 2002 Pages: publication data© 2002 Copyright © 2002 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, (2002), "Evaluating the Effects of Magnetic Susceptibility in UXO Discrimination Problems," Symposium on the Application of Geophysics to Engineering and Environmental Problems Proceedings : 12UXO1-12UXO1. https://doi.org/10.4133/1.2927057 Plain-Language Summary PDF DownloadLoading ...
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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 it