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Record W2504109843 · doi:10.1190/1.9781560802197.ch16

Evaluation of Natural Gas-Hydrate Systems Using Borehole Logs

2010· book-chapter· en· W2504109843 on OpenAlex
David Goldberg, Robert Kleinberg, Jill L. Weinberger, Alberto Malinverno, P.J. McLellan, Timothy S. Collett

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Bibliographic record

VenueSociety of Exploration Geophysicists eBooks · 2010
Typebook-chapter
Languageen
FieldEnvironmental Science
TopicMethane Hydrates and Related Phenomena
Canadian institutionsnot available
Fundersnot available
KeywordsBoreholePetroleum engineeringNatural gasClathrate hydrateGeologyHydrateNatural (archaeology)Environmental scienceGeotechnical engineeringEngineeringChemistryWaste managementPaleontology

Abstract

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PreviousNext No AccessGeophysical Characterization of Gas Hydrates16. Evaluation of Natural Gas-Hydrate Systems Using Borehole LogsAuthors: David S. GoldbergRobert L. KleinbergJill L. WeinbergerAlberto MalinvernoPat J. McLellanTimothy S. CollettD. AllenD. BergtD. BestB. ClarkI. FalconerJ. M. HacheC. KienitzM. LesageJ. RasmusC. RouletP. WraightG. E. ArchieK. BauerR. G. PrattM. H. WeberC. HaberlandT. RybergS. ShimizuS. R. DallimoreT. S. CollettJ. H. BehrmanS. D. LewisR. J. MusgraveC. BilyJ. W. L. DickR. BoissonnasD. GoldbergS. SaitoG. HolderT. BourbieO. CoussyB. ZinsznerS. ChandT. A. MinshullD. GeiJ. M. CarcioneT. S. CollettT. S. CollettT. S. CollettR. E. LewisS. R. DallimoreM. W. LeeT. H. MrozT. UchidaS. R. DallimoreT. UchidaT. S. CollettT. S. CollettR. F. WendlandtC. K. PaullR. MatsumotoP. J. WallaceW. P. DillonT. S. CollettJ. LaddT. S. CollettT. S. CollettM. W. LeeD. S. GoldbergF. R. RackT. WilliamsA. M. TréhuG. BohrmannM. E. TorresF. S. ColwellT. CollettM. RiedelJ. CochranR. BoswellJ. PresleyP. KumarA. SatheA. SethiM. LallV. SiballA. E. CookD. GoldbergR. L. KleinbergJ. DaiH. XuF. SnyderN. DuttaS. R. DallimoreT. S. CollettS. R. DallimoreT. UchidaT. S. CollettS. R. DallimoreT. UchidaT. S. CollettS. R. DallimoreT. S. CollettD. W. DavidsonS. K. GargS. R. GoughY. P. HandaC. I. RatcliffeJ. A. RipmeesterJ. S. TseW. F. LawsonG. J. De LangeH. J. BrumsackA. H.F. RobertsonK. C. EmeisC. RichterA. CamerlenghiJ. H. DovetonJ. DvorkinA. NurJ. DvorkinA. NurJ. DvorkinD. V. EllisS. N. EricksonR. D. JarrardH. B. EvansR. FreedmanA. BoydG. GubelinD. McKeonC. E. MorrissN. P. FofonoffK. H. FordT. H. NaehrC. G. SkilbeckS. L. D'HondtB. B. JoørgensenD. J. MillerD. GoldbergD. GoldbergG. MyersK. GrigarT. PettigrewS. MrozewskiC. ArceneauxT. CollinsD. GoldbergG. GuerinA. JanikT. CollettD. GoldbergG. MyersG. IturrinoK. GrigarT. PettigrewS. MrozewskiG. RothwellD. GoldbergA. JanikA. M. TréhuG. BohrmannM. E. TorresF. S. ColwellG. GuerinD. GoldbergA. MeltserG. D. GuerinD. GoldbergG. GuerinD. GoldbergW. E. HarrisonJ. A. CurialeJ. AubouinR. HueneM. B. HelgerudJ. DvorkinA. NurA. SakaiT. CollettM. B. HelgerudS. L. HerronM. M. HerronJ. A. GrauD. V. EllisC. PietersP. EnglertR. HesseJ. LebelJ. M. GieskesR. HueneJ. AubouinW. S. HolbrookH. HoskinsW. T. WoodR. A. StephenD. LizarraldeC. D. HollisterJ. I. EwingHollisterJ. HorkowitzS. CraryK. GanesanR. HeidlerB. LuongJ. MorleyM. PetricolaC. PrusieckiP. SpeierM. PoitzschJ. R. ScheibalM. HashemR. D. HyndmanT. YuanK. MoranA. JanikD. GoldbergD. MoosJ. SheridanP. FlemingsJ. GermaineB. TanA. JanikD. GoldbergG. GuerinT. S. CollettT. S. CollettA. JohnsonC. KnappR. BoswellA. S. JudgeS. L. SmithJ. A. MajorowiczM. KastnerK. A. KvenvoldenM. J. WhiticarA. CamerlenghiT. D. LorensonB. CarsonG. K. WestbrookR. J. MusgraveE. SuessL. D. KeigwinD. RioG. D. ActonG. KimuraE. SilverP. BlumR. L. KleinbergP. WongR. L. KleinbergC. FlaumT. S. CollettS. R. DallimoreT. S. CollettG. T. KusterM. N. ToksözK. A. KvenvoldenL. A. BarnardR. E. SheridanF. M. GradsteinK. A. KvenvoldenM. KastnerE. SuessR. HueneM. W. LeeD. R. HutchinsonT. S. CollettW. P. DillonM. W. LeeT. S. CollettS. M. LuthiP. SouhaiteM. E. MacKayR. D. JarrardG. K. WestbrookR. D. HyndmanA. MalinvernoM. KastnerM. E. TorresU. G. WortmannM. A. MathewsR. HueneS. OrlofskyM. A. MathewsJ. MatsushimaP. J. McLellanK. GillenC. PodetzT. InoueS. DallimoreS. R. DallimoreT. S. CollettP. J. McLellanK. GillenC. PodetzS. DallimoreT. InoueS. HancockS. R. DallimoreT. S. CollettD. R. MurrayM. FukuharaO. OsawaT. EndoR. L. KleinbergB. K. SinhaT. NamikawaT. NamikawaM. NakamizuK. OchiaiY. TsujiF. L. PailletC. BartonS. LuthiF. RambowJ. ZemanekF. PailletS. LuthiF. RambowJ. ZemanekF. L. PailletC. H. ChengC. K. PaullR. MatsumotoP. J. WallaceN. R. BlackW. S. BorowskiT. S. CollettJ. E. DamuthG. R. DickensP. K. EgebergK. GoodmanR. F. HesseY. HirokiW. S. HolbrookH. HoskinsJ. LaddE. LodoloT. D. LorensonR. J. MusgraveT. NàhrH. OkadaC. PierreC. D. RuppelM. SatohR. ThieryY. WatanabeH. WehnerW. J. WintersW. T. WoodC. F. PearsonP. M. HalleckP. L. McGuireR. HermesM. MathewsR. C. PflaumJ. M. BrooksB. CoxM. C. KennicuttD. D. SheuA. H. BoumaJ. M. ColemanA. W. MeyerT. PlonaM. R. KaneS. R. DallimoreT. S. CollettM PrammerE. D. DrackJ. C. BoutonJ. S. GardnerG. R. CoatesR. N. ChandlerM. N. MillerR. G. PrattF. HouK. BauerM. H. WeberS. R. DallimoreT. S. CollettC. I. RatcliffeJ. RipmeesterM. RiedelT. S. CollettR. D. HyndmanM. RiedelT. S. CollettM. J. MaloneF. AkibaM. Blanc-ValleronM. EllisG. GuerinY. HashimotoV. HeuerY. HigashiM. HollandP. JacksonM. KanekoM. KastnerJ. H. KimH. KitajimaP. LongA. MalinvernoG. MyersL. PalekarJ. PohlmanP. SchultheissB. TeichertM. TorresA. TréhuJ. WangU. WortmannH. YoshiokaM. RiedelE. WilloughbyS. ChopraA. SakaiS. R. DallimoreT. UchidaT. S. CollettSchlumbergerO. SerraT. H. ShipleyB. M. DidykJ. S. WatkinsJ. C. MooreT. H. ShipleyB. M. DidykJ. S. WatkinsJ. C. MooreR. StollJ. EwingG. BrianE. SuessR. HueneK. C. EmeisJ. BourgoisJ. delC. Cruzado CastanedaP. De WeverG. EglintonR. GarrisonM. GreenbergE. Herrera PazP. HillM. IbarakiM. KastnerA. E. S. KempK. KvenvoldenR. LangridgeN. Lindsley-GriffinJ. MarstersE. MartiniR. McCabeL. OcolaJ. ResigA. WilfredoS. FernandezH. J. SchraderT. ThornburgG. WeferM. YamanoY. F. SunD. GoldbergH. TakahashiT. YonezawaY. TakedomiK. TamakiK. PisciottoJ. AllanA. TréhuG. BohrmannF. R. RackM. E. TorresN. L. BangsS. R. BarrW. S. BorowskiG. E. ClaypoolT. S. CollettM. E. DelwicheG. R. DickensD. S. GoldbergE. GràciaG. GuèrinM. HollandJ. E. JohnsonY. J. LeeC. S. LiuP. E. LongA. V. MilkovM. RiedelP. SchultheissX. SuB. TeichertH. TomaruM. VannesteM. WatanabeJ. L. WeinbergerA. M. TréhuP. E. LongM. E. TorresG. BohrmanF. R. RackT. S. CollettD. S. GoldbergA. V. MilkovM. RiedelP. SchultheissM. E. ToresN. L. BangsW. S. BarrG. E. BorowskiM. E. ClaypoolG. R. DelwicheE. DickensG. GraciaM. GuerinJ. E. HollandY. J. JohnsonC. S. LeeX. S. U. LiuB. TeichertH. TomaruM. VannesteM. WatanabeJ. L. WeinbergerW. UsslerC. K. PaullC. K. PaullW. P. DillonR. von HueneJ. AubouinJ. ArnottM. BaltuckJ. BourgoisM. FilewiczR. HelmK. A. KvenvoldenB. LienertT. J. McDonaldK. McDougallY. OgawaE. TaylorB. WinsboroughR. WaliaY. MiR. D. HyndmanA. SakaiS. R. DallimoreT. UchidaT. S. CollettJ. L. WeinbergerK. M. BrownP. E. LongJ. L. WeinbergerK. M. BrownG. K. WestbrookB. CarsonR. J. MusgraveE. C. WilloughbyR. N. EdwardsW. T. WoodJ. F. GettrustN. R. ChapmanG. D. SpenceR. D. HyndmanJ. F. WrightF. M. NixonS. R. DallimoreO. MatsubayashiT. S. YunF. M. FranciscaJ. C. SantamarinaC. RuppelR. W. ZimmermanM. S. KingDavid S. GoldbergBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USSchlumberger-Doll Research, Cambridge, MA, USBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USAdvanced Geotechnology, Inc., Calgary, Alberta, CAU.S. Geological Survey, Golden, CO, USSearch for more papers by this author, Robert L. KleinbergBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USSchlumberger-Doll Research, Cambridge, MA, USBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USAdvanced Geotechnology, Inc., Calgary, Alberta, CAU.S. Geological Survey, Golden, CO, USSearch for more papers by this author, Jill L. WeinbergerBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USSchlumberger-Doll Research, Cambridge, MA, USBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USAdvanced Geotechnology, Inc., Calgary, Alberta, CAU.S. Geological Survey, Golden, CO, USSearch for more papers by this author, Alberto MalinvernoBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USSchlumberger-Doll Research, Cambridge, MA, USBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USAdvanced Geotechnology, Inc., Calgary, Alberta, CAU.S. Geological Survey, Golden, CO, USSearch for more papers by this author, Pat J. McLellanBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USSchlumberger-Doll Research, Cambridge, MA, USBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USAdvanced Geotechnology, Inc., Calgary, Alberta, CAU.S. Geological Survey, Golden, CO, USSearch for more papers by this author, Timothy S. CollettBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USSchlumberger-Doll Research, Cambridge, MA, USBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USBorehole Research, Lamont-Doherty Earth Observatory, Palisades, NY, USAdvanced Geotechnology, Inc., Calgary, Alberta, CAU.S. Geological Survey, Golden, CO, USSearch for more papers by this author, D. AllenSearch for more papers by this author, D. BergtSearch for more papers by this author, D. BestSearch for more papers by this author, B. ClarkSearch for more papers by this author, I. 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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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.806
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.046
GPT teacher head0.258
Teacher spread0.212 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it