Evaluation of Natural Gas-Hydrate Systems Using Borehole Logs
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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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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