Hydrogeophysics, CZO, Marine, Polar and Integrated Case Histories
Bibliographic record
Abstract
PreviousNext You have accessSymposium on the Application of Geophysics to Engineering and Environmental Problems 2015Hydrogeophysics, CZO, Marine, Polar and Integrated Case HistoriesAuthors: Stanley NwokebuiheAbdulrahman AlotaibiEvgeniy TorgashovNeil AndersonAdel ElkrryRichard FunkRobert FeldpauschBrent JohnstonGeorgios TassisJan Steiner RønningPanagiotis TsourlosTorleif DahlinTian XuJohn DunbarCarol LutkenPaul HigleyMichaela MerzTodd CaldwellChuck AboltMichael YoungToti LarsonEric PetersenJohn HoltJoseph LevyStefano NerozziJeffrey PaineW. Steven HolbrookBrady FlinchumJames St. ClairJorden HayesMario MataMatthew ProvartBradley CarrJonathan NyquistRyan ArmstrongClifford S. RiebeEsben AukenKevin BefusM. Bayani CardenasPhilip C. BennettPeter B. ZamoraRaymond S. RodolfoHillel B. CabriaMark R. LapusTing-Kuei ChouMichel ChouteauJean-Sébastien DubéStanley NwokebuiheMissouri University of Science and Technology, Rolla, Abdulrahman AlotaibiMissouri S&T, Evgeniy TorgashovMissouri S&T, Neil AndersonMissouri S&T, Adel ElkrryMissouri S&T, Richard FunkTetra Tech, Robert FeldpauschTetra Tech, Brent JohnstonTetra Tech, Georgios TassisGeological Survey of Norway (NGU), Trondheim, Norway, Jan Steiner RønningGeological Survey of Norway (NGU), Trondheim, Norway, Panagiotis TsourlosAristotle University of Thessaloniki, Thessaloniki, Greece, Torleif DahlinLund University, Lund, Sweden, Tian XuBaylor Univeristy, John DunbarBaylor Univeristy, Carol LutkenMississippi Mineral Resources Institute, Paul HigleySpecialty Devices Inc., Michaela MerzChristian-Albrechts-Universität zu Kiel Kiel, Germany, Todd CaldwellUniversity of Texas at Austin, Chuck AboltUniversity of Texas at Austin, Michael YoungUniversity of Texas at Austin, Toti LarsonUniversity of Texas at Austin, Eric PetersenUniversity of Texas Institute for Geophysics, John HoltUniversity of Texas Institute for Geophysics, Joseph LevyUniversity of Texas Institute for Geophysics, Stefano NerozziUniversity of Texas Institute for Geophysics, Jeffrey PaineThe University of Texas at Austin, W. Steven HolbrookUniversity of Wyoming, Brady FlinchumUniversity of Wyoming, James St. ClairUniversity of Wyoming, Jorden HayesUniversity of Wyoming, Mario MataUniversity of Wyoming, Matthew ProvartUniversity of Wyoming, Bradley CarrWyCEHG - University of Wyoming, Jonathan NyquistTemple University, Ryan ArmstrongWyCEHG - University of Wyoming, Clifford S. RiebeUniversity of Wyoming, Esben AukenHyrogeophysics Group - Aarhus University, Kevin BefusUniversity of Texas, M. Bayani CardenasGeological Sciences, The University of Texas at Austin, Philip C. BennettGeological Sciences, The University of Texas at Austin, Peter B. ZamoraGeological Sciences, The University of Texas at Austin, Raymond S. RodolfoRidge to Reef Solutions, Inc., Hillel B. CabriaRidge to Reef Solutions, Inc., Mark R. LapusRidge to Reef Solutions, Inc., Ting-Kuei ChouÉcole Polytechnique de Montréal, Michel ChouteauÉcole de Technologie Supérieure, and Jean-Sébastien DubéÉcole de Technologie Supérieurehttps://doi.org/10.4133/SAGEEP.28-056 SectionsAboutPDF/ePub ToolsAdd to favoritesDownload CitationsTrack CitationsPermissions ShareFacebookTwitterLinked InRedditEmail Abstract The individual abstracts for this session are available to read in the PDF. Keywords: Side Scan Sonar, Sub Bottom Profiler, Underwater ERT, Little Prairie Lake, Sediments, multibeam sonar, laser scanner, dam inspection, pipeline inspection, cable route, marine ERT, modeling, fracture zones, resistivity, gas hydrate, direct current resistivity, deep marine, near-bottom, marine reflection seismic, archeology, MEC, UXO, electromagnetic, hovercraft, marine, permafrost, polygonal soils, hydrogeophysics, TDEM, Glaciology, Planetary, analog, critical zone, LIDAR, GPR, vadose, infiltration, hydraulics, Airborne Electromagnetics, Critical Zone, Surface Processes, Classification, Electrical resistivity, groundwater contamination, storm surge, typhoon, hydraulic conductivity, level-set method, resistivity method, monitoring water infiltrationPermalink: https://doi.org/10.4133/SAGEEP.28-056FiguresReferencesRelatedDetails Symposium on the Application of Geophysics to Engineering and Environmental Problems 2015ISSN (online):1554-8015Copyright: 2015 Pages: 699 publication data© 2015 Published in electronic format with permission by the Society of Exploration Geophysicists and Environment and Engineering Geophysical SocietyPublisher:Environmental & Engineering Geophysical Society HistoryPublished Online: 26 Mar 2015 CITATION INFORMATION Stanley Nwokebuihe, Abdulrahman Alotaibi, Evgeniy Torgashov, Neil Anderson, Adel Elkrry, Richard Funk, Robert Feldpausch, Brent Johnston, Georgios Tassis, Jan Steiner Rønning, Panagiotis Tsourlos, Torleif Dahlin, Tian Xu, John Dunbar, Carol Lutken, Paul Higley, Michaela Merz, Todd Caldwell, Chuck Abolt, Michael Young, Toti Larson, Eric Petersen, John Holt, Joseph Levy, Stefano Nerozzi, Jeffrey Paine, W. Steven Holbrook, Brady Flinchum, James St. Clair, Jorden Hayes, Mario Mata, Matthew Provart, Bradley Carr, Jonathan Nyquist, Ryan Armstrong, Clifford S. Riebe, Esben Auken, Kevin Befus, M. Bayani Cardenas, Philip C. Bennett, Peter B. Zamora, Raymond S. Rodolfo, Hillel B. Cabria, Mark R. Lapus, Ting-Kuei Chou, Michel Chouteau, and Jean-Sébastien Dubé, (2015), "Hydrogeophysics, CZO, Marine, Polar and Integrated Case Histories," Symposium on the Application of Geophysics to Engineering and Environmental Problems Proceedings : 386-399. https://doi.org/10.4133/SAGEEP.28-056 Plain-Language Summary KeywordsSide Scan SonarSub Bottom ProfilerUnderwater ERTLittle Prairie LakeSedimentsmultibeam sonarlaser scannerdam inspectionpipeline inspectioncable routemarine ERTmodelingfracture zonesresistivitygas hydratedirect current resistivitydeep marinenear-bottommarine reflection seismicarcheologyMECUXOelectromagnetichovercraftmarinepermafrostpolygonal soilshydrogeophysicsTDEMGlaciologyPlanetaryanalogcritical zoneLIDARGPRvadoseinfiltrationhydraulicsAirborne ElectromagneticsCritical ZoneSurface ProcessesClassificationElectrical resistivitygroundwater contaminationstorm surgetyphoonhydraulic conductivitylevel-set methodresistivity methodmonitoring water infiltrationPDF 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".