Real‐time microseismic mapping of hydraulic fractures in Carthage, Texas
Bibliographic record
Abstract
PreviousNext No AccessSEG Technical Program Expanded Abstracts 2000Real‐time microseismic mapping of hydraulic fractures in Carthage, TexasAuthors: S. C. MaxwellT. I. UrbancicS. D. FallsR. ZinnoS. C. MaxwellEngineering Seismology Group Canada Inc., T. I. UrbancicEngineering Seismology Group Canada Inc., S. D. FallsEngineering Seismology Group Canada Inc., and R. ZinnoAcoustic Mapping Consultantshttps://doi.org/10.1190/1.1815677 SectionsAboutPDF/ePub ToolsAdd to favoritesDownload CitationsTrack CitationsPermissions ShareFacebookTwitterLinked InRedditEmail Permalink: https://doi.org/10.1190/1.1815677FiguresReferencesRelatedDetailsCited byIntegrating microdeformation and microseismicity to better resolve hydraulic fracture heightCharlie Waltman, Peyman Moradi, and Doug Angus1 September 2021Uncertainty reduction of hydraulic fracturing processImproved methods for detection and arrival picking of microseismic events with low signal-to-noise ratiosYuyang Tan and Chuan He22 February 2016 | GEOPHYSICS, Vol. 81, No. 2References19 March 2014Wavelet packet polarization method for an automatic detection of P and S wave arrivalsIzvestiya, Physics of the Solid Earth, Vol. 42, No. 4The Potential Role of Passive Seismic Monitoring for Real-Time 4D Reservoir Characterization15 February 2005 | SPE Reservoir Evaluation & Engineering, Vol. 8, No. 01Microseismic event localization and characterization in a limited aperture HFM experimentGwénola Michaud, David Leslie, Julien Drew, Tatsuki Endo, and Kazuhiko Tezuka3 January 2005 SEG Technical Program Expanded Abstracts 2000ISSN (print):1052-3812 ISSN (online):1949-4645Copyright: 2000 Pages: 2484 publication data© 2000 Copyright © 2000 Society of Exploration GeophysicistsPublisher:Society of Exploration Geophysicists HistoryPublished Online: 04 Jan 2005 CITATION INFORMATION S. C. Maxwell, T. I. Urbancic, S. D. Falls, and R. Zinno, (2000), "Real‐time microseismic mapping of hydraulic fractures in Carthage, Texas," SEG Technical Program Expanded Abstracts : 1449-1452. https://doi.org/10.1190/1.1815677 Plain-Language Summary PDF DownloadLoading ...
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.004 | 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".