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Author Correction: Shape of (101955) Bennu indicative of a rubble pile with internal stiffness
O. S. Barnouin, M. G. Daly, E. E. Palmer, R. W. Gaskell, J. R. Weirich, C. L. Johnson, J. H. Roberts, M. E. Perry, H. C. M. Susorney, E. B. Bierhaus, J. A. Seabrook, R. C. Espiritu, Hari Nair, L. Nguyen, G. A. Neumann, C. M. Ernst, W. V. Boynton, M. C. Nolan, C. Adam, Michael C. Moreau, B. Rizk, K. J. Walsh, Patrick Michel, S. R. Schwartz, Ronald‐Louis Ballouz, E. Mazarico, Daniel J. Scheeres, S. Sugita, Naoyuki Hirata, N. Hirata, Sei‐ichiro Watanabe, K. N. Burke, D. N. DellaGiustina, C. A. Bennett, D. E. Highsmith, J C Small, David Vokrouhlický, N. E. Bowles, E.T. Brown, K. L. Donaldson Hanna, Ted Warren, C Brunet, R. A. Chicoine, Serge Desjardins, David Gaudreau, T. Haltigin, S. Millington-Veloza, A. Rubi, José C. Aponte, Nicolas Gorius, Allen Lunsford, Bob Allen, J. E. Grindlay, David Joseph Guevel, D. Hoak, Jongouk Hong, D. L. Schrader, J. Bayron, Oleksiy Golubov, Paul Sánchez, J. Stromberg, Masatoshi Hirabayashi, Christine Hartzell, S. Oliver, M. Rascon, A. Harch, Jerin Joseph, S. W. Squyres, D. C. Richardson, Joshua P. Emery, L. McGraw, R. R. Ghent, Richard P. Binzel, L. Philpott, E. A. Cloutis, R. D. Hanna, H. C. Connolly, F. Ciceri, A. R. Hildebrand, E.-M. Ibrahim, L. B. Breitenfeld, T. D. Glotch, A. D. Rogers, B. E. Clark, Salvatore Ferrone, Cristina A. Thomas, H. Campins, Y. Fernandez, Wen‐Shao Chang, A. Cheuvront, D. Trang, Shogo Tachibana, Haruhi Yurimoto, J. R. Brucato, Giovanni Poggiali, M. Pajola, E. Dotto, E. Mazzotta Epifani, M. K. Crombie, C. Lantz, M. R. M. Izawa, J. de León, J. Licandro, J. L. Rizos Garcia, S. J. Clemett, S. Van wal, Minoru Yoshikawa, Julie Bellerose, S. Bhaskaran, C. Allan Boyles, Steven R. Chesley, C. M. Elder, Davide Farnocchia, A. Harbison, B. Kennedy, Abigail L. Knight, N. Martinez-Vlasoff, N. Mastrodemos, Timothy McElrath, William P. Owen, R. Park, B. Rush, Larry W. Swanson, Yasunori Takahashi, D. Velez, K. Yetter, C. Thayer, Peter G. Antreasian, Joel A. Bauman, A. J. Ryan, B. Carcich, M. Corvin, J. Geeraert, John F. Hoffman, Jason M. Leonard, Erik J. Lessac‐Chenen, A. Levine, J. McAdams, Leslie Myers McCarthy, Douglas S. Nelson, B. Page, John Pelgrift, E. Sahr, K. Stakkestad, Dale Stanbridge, Daniel R. Wibben, Byrd M. Williams, K. Williams, P. Wolff, P. O. Hayne, D. Kubitschek, M. A. Barucci, J. D. P. Deshapriya, S. Fornasier, M. Fulchignoni, P. H. Hasselmann, F. Merlin, A. Praet, O. Billett, A. Boggs, Brent Buck, S. Carlson-Kelly, J. Cerna, K. Chaffin, E. Church, Michael E. Coltrin, John Daly, A.F. deGuzman, R. Dubisher, D. Eckart, D. Ellis, P. Falkenstern, Anthony Fisher, Mark Fisher, Paul Fleming, K. Fortney, S. Francis, S. Freund, Sergio Gonzales, P. Haas, A. Hasten, D. Hauf, A. Hilbert, D. Howell, F. Jaen, Nimesh Jayakody, Mark Jenkins, K. Johnson, Mathilde Lefevre, Haitao Ma, C. Mario, Kimberly K. Martin, C MAY, Margaret A. McGee, B.I. Miller, C. Miller, Graham Miller, A. Mirfakhrai, E. Muhle, Chris Norman, RJ Olds, C. L. Parish, M. Ryle, M. Schmitzer, Paul S. Sherman, M. Skeen, M. Susak, B. Sutter, Quoc Anh Tran, C. R. Welch, RP Witherspoon, J. H. Wood, J. Zareski, M. Arvizu-Jakubicki, Erik Asphaug, E. Audi, R. Bandrowski, K. J. Becker, S. P. Bendall, H. Bloomenthal, D. Blum, J. Brodbeck, M. Chojnacki, A. Colpo, James M. Cutts, D. Dean, B. Diallo, D. Drinnon, Kazimierz Drozd, H. Enos, R. Enos, C. Fellows, T. Ferro, Matthew R. Fisher, G. Fitzgibbon, Mike Fitzgibbon, J. Forelli, T. Forrester, I. Galinsky, R. Garcia, A. Gardner, D. R. Golish, Noor Zainab Habib, D. Hamara, D. Hammond, Kevin J. Hanley, K. Harshman, C. W. Hergenrother, Katja Herzog, David Hill, C. Hoekenga, S. Hooven, E. S. Howell, E. Huettner, A. Janakus, J. Sterling Jones, Theodore Kareta, James A. Kidd, K. Kingsbury, S. S. Balram‐Knutson, L. Koelbel, J. M. Kreiner, D. Lambert, C. Lewin, B. Lovelace, M. Loveridge, M. Lujan, C. Maleszewski, R. Malhotra, K. Marchese, E. McDonough, N. Mogk, V. Morrison, Elin M. Morton, R. Muñoz, Jon Nelson, J. Padilla, R. Pennington, Anjani T. Polit, Nuno Ramos, Vangimalla R. Reddy, M. Riehl, H. L. Roper, S. Salazar, Sanford Selznick, N. Shultz, Peter H. Smith, Sarah T. Stewart, Sarah Sutton, T. D. Swindle, Yuhui Tang, M. M. Westermann, C. W. V. Wolner, D. Worden, T. Zega, Z. Zeszut, A. Bjurstrom, L. Bloomquist, C. Dickinson, E. Keates, Ji Feng Liang, V. Nifo, Adam Taylor, F. Teti, M. A. Caplinger, H. Bowles, S. Carter, S. Dickenshied, D. Doerres, T. Fisher, W. Hagee, Jeffrey R. Hill, Mike Miner, D. Noss, N. Piacentine, Miriam Smith, Alexandra Toland, P. Wren, Marc Bernacki, Daniel Pino Muñoz, S. A. Sandford, A. Aqueche, Benjamin W. Ashman, M. K. Barker, Alexander Bartels, Katherine Berry, B. Bos, R.L. Burns, A. Calloway, Ralph Carpenter, N. Castro, Richard Cosentino, Jennifer Donaldson, J. P. Dworkin, J. Elsila Cook, C. Emr, David Everett, D. Fennell, K. Fleshman, D. Folta, D. Gallagher, J. B. Garvin, Kenneth M. Getzandanner, D. P. Glavin, S. Hull, Kevin D. Hyde, H. Ido, A. Ingegneri, Nathaniel Jones, P. Kaotira, L. F. Lim, Andrew J. Liounis, C. C. Lorentson, David Alegre Lorenz, Joshua Lyzhoft, R. Mink, William W. Moore, S. Mullen, J. B. Nagy, J. Nuth, D. Poland, D. C. Reuter, L. Rhoads, S. Rieger, D. D. Rowlands, D. Sallitt, A. Scroggins, G. Shaw, Amy Simon, Joel N. Swenson, P. Vasudeva, M. L. Wasser, Ronald S. Zellar, Joel W. Grossman, G. Johnston, Marshall Morris, Johan Wendel, Aaron S. Burton, L. P. Keller, L. McNamara, S.R. Messenger, K. Nakamura‐Messenger, A. N. Nguyen, K. Righter, E. Queen, K. Bellamy, K. Dill, S. Gardner, M. Giuntini, Bfu Key, Joe Kissell, Д. Паттерсон, D. Vaughan, B. Wright, L. Le Corre, J.-Y. Li, J. L. Molaro, M. A. Siegler, P. Tricarico, Xiao‐Duan Zou, T. Ireland, Kira Tait, P. A. Bland, Safiul Anwar, N. Bojorquez-Murphy, P. R. Christensen, C. W. Haberle, G. Mehall, K. Rios, Irene Franchi, B. Rozitis, C. B. Beddingfield, J. R. Marshall, D. N. Brack, A. S. French, T. J. McCoy, S. S. Russell, M. Killgore, V. E. Hamilton, H. H. Kaplan, J. L. Bandfield, B. C. Clark, M. Chodas, Martin F. Lambert, Rebecca Masterson, J. Freemantle, Kyle Craft, Mark E. Holdridge, M. Jones, Jane Peachey, J. Plescia, Josh Steele, R. E. Turner, J. Backer, K. L. Edmundson, J. Mapel, Mario Milazzo, Steven D. Sides, C. Manzoni, B. May, Marco Delbò, G. Libourel, Florian Thuillet, B. Marty
Bibliographic record
VenueNature Geoscience · 2020
Typearticle
Languageen
FieldEngineering
TopicFluid Dynamics Simulations and Interactions
Canadian institutionsRoyal Ontario MuseumUniversity of CalgaryUniversity of TorontoUniversity of WinnipegCanadian Space AgencyUniversity of British ColumbiaYork University
Fundersnot available
KeywordsRubblePileStiffnessGeologyGeotechnical engineeringStructural engineeringEngineering
Abstract
No abstract in any covered source. Its absence is recorded, not treated as a negative.
No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
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.
metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.027
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.138
Threshold uncertainty score0.463
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.027 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.138 | 0.037 |
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 head0.007
GPT teacher head0.237
Teacher spread0.229 · how far apart the two teachers sit on this one work
Validation status
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.
The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther
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".
Quick stats
Citations2
Published2020
Admission routes1
Has abstractno