Downhole Seismic Logging Techniques in a Regional Hydrogeology Study, Oak Ridges Moraine, Southern Ontario
Bibliographic record
Abstract
PreviousNext No AccessSymposium on the Application of Geophysics to Engineering and Environmental Problems 2000Downhole Seismic Logging Techniques in a Regional Hydrogeology Study, Oak Ridges Moraine, Southern OntarioAuthors: S. E. PullanJ. A. HunterA. PuginR. A. BurnsM. J. HintonS. E. PullanGeological Survey of Canada, 601 Booth Street, Ottawa, Ontario, Canada K1A 0E8, J. A. HunterGeological Survey of Canada, 601 Booth Street, Ottawa, Ontario, Canada K1A 0E8, A. PuginInstitut F.‐A. Forel, University of Geneva, rte de Suisse 10, CH‐1290 Versoix, Switzerland, R. A. BurnsGeological Survey of Canada, 601 Booth Street, Ottawa, Ontario, Canada K1A 0E8, and M. J. HintonGeological Survey of Canada, 601 Booth Street, Ottawa, Ontario, Canada K1A 0E8https://doi.org/10.4133/1.2922798 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/10.4133/1.2922798FiguresReferencesRelatedDetailsCited byGeological framework of the Laurentian trough aquifer system, southern OntarioCanadian Journal of Earth Sciences, Vol. 55, No. 7 Symposium on the Application of Geophysics to Engineering and Environmental Problems 2000ISSN (online):1554-8015Copyright: 2000 Pages: 1255 publication data© 2000 Copyright © 2000 The Environmental and Engineering Geophysical SocietyPublisher:Environmental & Engineering Geophysical Society HistoryPublished Online: 30 Sep 2008 CITATION INFORMATION S. E. Pullan, J. A. Hunter, A. Pugin, R. A. Burns, and M. J. Hinton, (2000), "Downhole Seismic Logging Techniques in a Regional Hydrogeology Study, Oak Ridges Moraine, Southern Ontario," Symposium on the Application of Geophysics to Engineering and Environmental Problems Proceedings : 643-652. https://doi.org/10.4133/1.2922798 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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".