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Abstracts
Li Bie, Yo‐El S. Ju, Loretta Donovan, S. Birks, Laura Grunewald, Filip Zmuda, Gwendoline Pilkington, Aseem Kaul, Y.-H. Chen, Sonika Dahiya, R. Emnett, Scott M. Gianino, David H. Gutmann, Julia Pöschl, Eugene C. Bianchi, Michael R. Bockstaller, Paul Neumann, A. Gevorgian, E. Morozova, И. В. Казанцев, T. Iukhta, S. Safonova, Y. Punanov, O. Zheludkova, B. Afanasyev, Martin Buss, K. Gandhi, Stefan M. Pfister, R. Castellino, Jeremy H. Thompson, L. Margraf, David J. Donahue, Hayden Head, Janet Murray, P. C. Burger, Matthew Wortham, Zachary J. Reitman, Yi He, Hong Yan, C. Lee, Jean Triscott, C. Foster, B. Manoranjan, A. Fotovati, R. Berns, C. Venugopal, K. O’Halloran, A. Narendran, Michael D. Taylor, Satwinder Singh, A. Singhal, R. Rassekh, Carl A. Maxwell, S. E. Dunn, Kaiji Hu, Hans Adomat, M. Moniri, M. Chin, M. Hessein, Natalia Zisman, Norbert Maurer, Christopher Dunham, Emma S. Tomlinson Guns, Sandra E. Dunn, C.A.M. Koks, Steven De Vleeschouwer, N. Graf, Esterina D’Asti, A. Huang, Janusz Rak, W. Gump, T. Moriarty, K. Skjei, S. Karkare, S. Choufani, Stephen C. Mack, Dympna Gallagher, Chi Zhang, D. Merino, J. Wasserman, D. T. Jones, Sidney Croul, C. Hawkins, Johann Hitzler, J. C. Y. Wang, Sylvain Baruchel, P. B. Dirks, David Malkin, R. Weksberg, Xi Huang, Yang He, A. M. Dubuc, Wei Zhang, Samantha J. Stehbens, S. M. Younger, Suzanne Barshow, Sencun Zhu, Xian Wu, William A. Weiss, C. D. James, M. A. Shuman, Yuh Nung Jan, Lily Yeh Jan, I. Mutchnick, K. K.-W. Li, J. C.-S. Pang, Ho‐Keung Ng, Scott Jackson, Zoltán Patay, Robert W. Howarth, A. Pai, A. Onar-Thomas, A. Gajjar, A. Broniscer, Sebastian Dietl, Matthias Wölfl, Andreas Beilhack, S. Riedel, Camelia Monoranu, Giles H. Vince, Matthias Eyrich, P. G. Schlegel, Douglas H. Weitzel, Kathleen A. Ashcraft, C. Liu, Wei Li, Anne F. Buckley, Rosa Polo Rodriguez, Willi Eckhard Wetzel, I. Spazojevic, Artak Tovmasyan, K. Peters, M. Dewhirst, Sharareh Gholamin, Siddhartha S. Mitra, C. Richard, Delong Kong, A. Achrol, J. J. Shae, Michelle Monje, Y.-J. Cho, I. Weissman, S. Cheshier, P. Rakopoulos, E. Bouffet, A. Morrison, U. Bartels, C. Hawkins, Suman De, A. Kenney, Femke Pauwels, S. De Vleeschouwer, K. Nethery-Brokx, A. Morrison, V. Chandramohan, S. T. Keir, Xuewei Bao, Ira Pastan, D. D. Bigner, Sebastian Bender, Dominik Sturm, A. Korshunov, P. Lichter, Michael Y. Chen, Jiade J. Lu, Jason Wang, S. Keir, M. Zhang, Sibo Zhao, Robert Mook, Lawrence S Barak, H. Kim Lyerly, Wei Chen, Cheppail Ramachandran, Sreejayan Nair, Enrique Escalon, Z. Khatib, K.-W. Quirrin, Sharon B. Melnick, Forrest M. Kievit, Zachary R. Stephen, K. Wang, J. Silber, Richard G. Ellenbogen, Mengliang Zhang, Brian Hutzen, Ashley Studebaker, A. Bratasz, K. Powell, O. Raffel, Changxiong Guo, C.-C. Chang, Limei Chen, Dawn Kernagis, Xiao-Qun Qin, Y.-w. Cho, Jen-Chih Chi, Gerald A. Grant, Kai Ge, Nikolaos G. Papadopoulos, Yiping He, B. Cristiano, S. Venkataraman, D. K. Birks, I. Alimova, Peter S. Harris, A. Dubuc, N. K. Foreman, Kimiko Ichimura, Satoshi Fukushima, Y. Totoki, T. Suzuki, A. Mukasa, Norihiko Saito, T. Kumabe, T. Tominaga, Kazuto Kobayashi, Motoo Nagane, Toshihiko Iuchi, M. Mizoguchi, Takuya Sasaki, Kikuko Tamura, Kumiya Sugiyama, Yukiya Narita, S. Shibui, M. Matsutani, Tatsuhiro Shibata, Ryutaro Nishikawa, P. Northcott, Thomas Zichner, David Jones, Maria Feychting, B. Lannering, T. Tynes, Finn Wesenberg, P. Hauser, Y. S., K. Zitterbart, N. Jabado, Daniel W. Fults, Sabine Mueller, Wiesława Grajkowska, P. Lichter, Jan O. Korbel, Natália Jaeger, Trevor J. Pugh, Volker Hovestadt, S. L. Markant, Lourdes Adriana Esparza, F. Bourdeaut, S. L. Pomeroy, Ulrich Schueller, Roland Eils, Robert J. Wechsler‐Reya, Charles N. Pegram, Eric Lipp, Akhter Rasheed, Madan M. Kwatra, D. D. Bigner, Yevgen Chornenkyy, C. Mayne, John-Paul Kilday, Beth Coyle, R. Grundy, Tao Sun, N. Warrington, Jingyi Luo, Michael Brooks, Janet Rubin, A. Erdreich-Epstein, N. Robison, X. Ren, Huiqing Zhou, Lin Ji, A. Margo, Richard Sposto, Sahar Asgharzadeh, Steven C. Clifford, Göran Gustafsson, David H. Ellison, D. Figarella-Branger, Stefan Rutkowski, T. Pietsch, R. Tatevossian, Noah D. Sabin, Paul Klimo, James T. Dalton, Richard Lee, A. Dubuc, Graham M. Pitcher, A. Mariampillai, Tat Chan, Y. Yao, J. Peacock, Vincent W. Yang, S. Baylin, M. Salter, Susan J. Ward, S. Morrissy, Salomeh Jelveh, P. Lindsay, David A. Largaespada, L. Collier, Richard Hill, R. R. Lulla, J. Laskowski, Jason Fangusaro, A. J. DiPatri, Tord D. Alden, E. F. Vanin, T. Tomita, M. U. Rajagopal, L. S. Lau, Y. Hathout, Heather Gordish‐Dressman, Brian R. Rood, V. Datar, S. Bochare, A. Singh, S. Khatau, Stewart Goldman, Rishi Lulla, V. Rajaram, V. Gopalakrishnan, M. Morfouace, A. Shelat, M. Jaccus, Burgess B. Freeman, Germany Robinson, K. R. Guy, A. Gajjar, M. Roussel, Stefan Krebs, Kira Chow, Zhong Yi, Vita S. Brawley, Nadia Ahmed, S. Gottschalk, R. Lerner, J. Harness, Yasuyuki Yoshida, R. Santos, J. D. L. Torre, T. Nicolaides, T. Ozawa, C. Petritsch, Jérémie Vitte, Fabrice Chareyre, Anat Stemmer‐Rachamimov, M. Giovannini, L. Yu-Jen, Yuichiro Ihara, T. Waldman, Daniel James, M.B. Shevtsov, L. Yakovleva, B. P. Nikolaev, А. В. Добродумов, K. Onokhin, N V Bychkova, А. Л. Михрина, W. А. Khachatryan, Irina V. Guzhova, Marina G. Martynova, Olga A. Bystrova, A. A. Ischenko, Boris A. Margulis, Andrew Martin, C. Nirschl, M. Polanczyk, D. Pardoll, Charles G. Drake, M. Lim, A. Crowther, Susan M. Chang, Hong Yuan, M. Deshmukh, T. Gershon, Justin Meyerowitz, Erin A. Nekritz, F. Swartling, Kevan M. Shokat, Davide Ruggero, G. Bergthold, B E Rich, P. Bandopadhayay, S. Santaga, Y. Hoshida, T. Golub, B. Tabak, Rubén Ferrer-Luna, Jacques Grill, P. Y. Wen, Mark W. Kieran, Keith L. Ligon, Monica Gireud, A. Shlien, M. Pienkowska, R. Gilbertson, X. Yang, Ilan Kolkowitz, Ivan Smirnov, Mitchel S. Berger, Thomas Beez, Sevgi Sarikaya-Seiwert, Gary R. Janssen, Jörg Felsberg, H.J. Steiger, Daniel Hänggi, A.-M. Marino, Ninib Baryawno, J.-I. Johnsen, A. Ostman, Anna Wade, J Engler, Alan Robinson, J. J. Phillips, Hendrik Witt, Martin Sill, Khalida Wani, S. Lambert, Theophilos Tzaridis, Till Milde, Andreas von Deimling, Andreas E. Kulozik, Olaf Witt, V. P. Collins, R. Hatcher, Chita R. Das, P. Taylor, A K Singh, Dongwon Lee, Gregory N. Fuller, Ji Li, Audrey Griveau, Rebecca A. Ihrie, S. Sugiarto, B. Reichholf, Emmanuelle Huillard, Mary McMahon, A. A. Buylla, D. Rowitch, Matija Snuderl, Ana Batista, Nathaniel D. Kirkpatrick, Carmen Ruiz de Almodóvar, Lars Riedemann, Ellen Knevels, Thomas Schmidt, Timothy E. Peterson, S. Roberge, Carlos Bais, Stephen Yip, M. Hasselblatt, Claudia Rössig, Napoleone Ferrara, Michael Klagsbrun, Dan G. Duda, Dai Fukumura, Li Da Xu, Peter Carmeliet, Rajat Jain, Anh L. Nguyen, E. Pencreach, C. Lasthaus, Viviane Lobstein, E. Guerin, D. Guenot, N. Entz-Werle, Roberto J. Diaz, Cláudia C. Faria, David Shih, Doris Layton MacKenzie, Matthew Bryant, C.M. Smith, James T. Rutka, Matthias Gromeier, A. Desjardins, S. J. E. Threatt, James E. Herndon, Alan H. Friedman, H. S. Friedman, Andy Chu, Nina Thiessen, Andrew J. Mungall, Gary D. Bader, Marco A. Marra, R. Hallett, N. McFarlane, Svea Nolte, K. Scheinemann, TG Gunnarsson, J. Hassell, M. Taylor, C. Lee, Heather J. McCrea, Evan D. Bander, Rachael A. Venn, Anne S. Reiner, J. Bryan Iorgulescu, Luis A. Puchi, P. M. Schaefer, G. Cederquist, Jeffrey P. Greenfield, Marina Tsoli, Peter P. Luk, Pierre J. Dilda, Phil Hogg, Michelle Haber, David S. Ziegler, X. Wang, V. Ramaswamy, Kelsey C. Bertrand, Luca Massimi, Bolesław Lach, W. Weiss, A. Guha, Gelareh Zadeh, Scott Zuyderduyn, S. Pfister, J. Engler, Andrew Robinson, A. Molinaro, Jason M. Phillips, Nada Jabado, M. Fouladi, Uri Tabori, R. F. Díaz, S. Agnihotri, Amanda Luck, Michael Leadly, Dénis Reynaud, C. Smith, E. Doerner, A. z. Muehlen, N. Velez-Char, M. Warmuth-Metz, Rolf‐Dieter Kortmann, Katja von Hoff, C. Friedrich, A. von Bueren, Yong‐Jie Lu, J. Phillips, D. Picard, Marcel Kool, Jennifer H. Ward, C Teague, B. Shriyan, R. Rahman, Katherine Taylor, Olga Morozova, Y. Butterfield, C. de Torres, Ofelia Cruz, Jaume Mora, Stéphanie Puget, Charles Jones, SD Smith, J. Ward, Chieh-Hsiang Tan, L. Bjerke, Meera Nandhabalan, A. Jury, С. В. Попов, Daniel V. Bax, Débora Reis de Carvalho, Ilirjana Bajrami, Imelda M. McGonnell, Carol I. Lord, Rodrigo Siqueira Reis, Darren Hargrave, Paul Workman, Christopher R. Jones, Diana Carvalho, Alan Mackay, Iwanka Kozarewa, Miguel Marigil, Patricia Jáuregui, Marta Alonso, Ting‐Shan Chan, Jack Henkin, Joanna Trubicka, M. Kucharczyk, Magdalena Pelc, K. Chrzanowska, E. Ciara, M. Perek-Polnik, Dorota Piekutowska‐Abramczuk, D. Jurkiewicz, S. Luczak, M. Borucka-Mankiewicz, P. Kowalski, M. Krajewska-Walasek, R. M. L. de Mola, Federica Costa, A. Mann, Parvez Vora, Mandeep Singh, Randy Van Ommeren, Mujtaba A. Qazi, P. MacDonald, K. Delaney, Anthony Whitton, Angela J. Sievert, Shih‐Shan Lang, Kenneth M. Boucher, Peter J. Madsen, E. Slaunwhite, Narendra R. Choudhari, Meghan Kellet, Phillip B. Storm, Adam Resnick, K. Burrell, N. Fernandez, Peter B. Dirks, Gelareh Zadeh, Brian L. Murphy, Susanna Obad, Laure Bihannic, Olivier Ayrault, Sakari Kauppinen, M. Roussel, Brian Golbourn, Rob A. Cairns, P. Mischel, S. Rush, A. Donson, Bette K. Kleinschmidt‐DeMasters, Lynne Bemis, M. Chan, Austin Smith, J. Gronych, Marc Zuckermann, Sonja Hutter, Marina Ryzhova, G. Reifenberger, V. Hovestadt, Simone Picelli, Wenbin Wang, M. Kool, Natalie Jäger, T. Pietsch, M. Sultan, Marie‐Laure Yaspo, P. Landgraf, M. Zapatka, Bernhard Radlwimmer, Yichuan Wang, Xiumei Zhao, C. Man, Zuankai Wang, Yong Zhou, A. H. Chung, Donna Crabtree, K. Schroeder, Oren J. Becher, E. Panosyan, Yong Wang, Joseph L. Lasky, Yang Wang, Hua Mao, P. Baxter, A. Adesina, Jing Su, L. Perlaky, Ching C. Lau, Min-Nung Huang, Anne Persson, Branden S. Moriarity, Faith R. Kreitzer, Bruce R. Conklin, Livia Garzia, Kory Zayne, John E. Dick, Lincoln Stein, G. Rampazzo, L. Moraes, Mario del Giúdice Paniago, Ingrid de Castro dos Santos Oliveira, Nayara Camila Alves da Silva, A. Cappellano, Sérgio Cavalheiro, Mickaël Teixeira Alves, Janete M. Cerutti, S. P. A. Toledo, X. Zhao, Yu Li, A. Adekunle, M. Hurwitz, Roger A. Hurwitz, Jiahui Zhang, S. Hariono, Qi‐Ming Fan, C. D. James, P. J. Madsen, J. F., Roselle Henn, Ahmed Hanno, K. L. Boucher, Philip B Storm, A. C. Resnick, Jessica Ward, H. Rogers, Michael J. Fisher, Sarah Sarvis Milla, Geneviève Legault, Jeffrey H. Wisoff, David H. Harter, Michael Bloom, Girish Dhall, D. Zagzag, T. Hankinson, C. Serrano-Almeida, M. Torok, Ang Liu, N. Foreman, A. Garancher, Nathalie Rocques, C. Miquel, C. Sainte-Rose, Olivier Delattre, F. Bourdeaut, A. Eychene, Célio Pouponnot, R. Levy, C. D. Antonuk, J. M. Aravena, David Gate, S. Bannykh, Claus Svendsen, J. Breunig, Dereck D. Amakye, D Robinson, Kristine Rose, K. L. Ligon, Thomas E. Sharp, Yukio Ando, Birgit Geoerger, David M. Ashley, Michela Casanova, Hussein A. Tawbi, John K. Heath, A. A. Brandes, Julia Chisholm, Jordi Rodón, Alan Thomas, Alain C. Mita, T. MacDonald, David D. Eisenstat, Xiaoruan Song, Moise Danielpour, C. D. Antonuk, J Rodríguez, G. B. Kim, C. Svendsen, Chelsea Mayoh, Andrea Lo, Kwong Ming Tse, Richard A. Moore, Timothy Van Meter, Tobey J. MacDonald, X.-N. Li, A. Fernandez-Lopez, G. Legault, M. Hagiwara, E. Vega, J. Golfinos, J. Thomas Roland, Terrence Town, J. J. Breunig, Ekaterina Pak, Tatyana Ponomaryov, Richard L. Segal, R. Levy, J. M. Aravena, G. B. Kim, Susan Chi, Kenneth J. Cohen, Jaclyn A. Biegel, P. Manley, A. Janss, Marseille Zimmerman, Elias Sayour, Leonor Sánchez‐Pérez, David J. Snyder, Catherine Flores, Hanna Kemeny, W. Xie, Xingyang Cui, Darell D. Bigner, Derick Mitchell, B. Nguyen, S. Masoud, N. Vue, F. Yu, Steffen Schubert, Qi Jin, J. Bradner, Y.-J. Cho, W. Reddick, John O. Glass, Q. Ji, E. Paulus, Robert J. Ogg, Robert J. Vanner, T. Aviv, L. Lee, Xinguo Zhu, Robert J. Hamilton, Ian Pollack, D. Calligaris, Xing Liu, David L. Feldman, C. Thompson, Sara J. Buhrlage, Nicola Gray, N. Agar, M. A. G. I. C. Project, Sanja Pajovic, E. Bouffet, S. Puget, David Castel, Alan Mackay, Ludivine Le Dret, Patrick Saulnier, Raphaël Calmon, Nathalie Boddaert, Thomas Blauwblomme, Charles Jones, Maritza Ebling, Lili Wang, Edward Davis, Marco Marchionni, Douglas G. Stuart, J. Alberta, M. D. Taylor, An‐Chi Tien, A. Griveau, L. Ramkissoon, Peleg Horowitz, John R. Craig, S. Ramkissoon, G. Bergthold, H. Taha, L. Goumnerova, Jeffrey Chan, Sandro Santagata, S. Pomeroy, Azra H. Ligon, C.-T. Kuan, Ze Zhou, S. Ho, Hinrich Voss, Mark M. Souweidane, Ralph Salloum, Lillian Chow, T. Hummel, Kathleen Dorris, Lili Miles, Maria Undurraga Sutton, C. Stevenson, James Leach, A. Griesinger, A. Donson, Lindsey M. Hoffman, M. C. Sangar, K. Pedro, Sally Ditzler, Éric Girard, James M. Olson, Jodi Meyerowitz, Éric Charron, K. K. Matthay, Nicholas T. Hertz, Kevan M. Shokat, A. Hanaford, C. G. Eberhart, J. Mulcahy-Levy, N. Foreman, A. K. Olow, A. J. Sievert, M. D. Prados, M. S. Berger, Nalin Gupta, Daphne A. Haas‐Kogan, J. Sampson, Duane A. Mitchell, V. Prakash, J. Batanian, M. Guzman, T. Geller, C. D. Pham, Roger Van Ommeren, Hongwei Zhao, Ling Li, K. Picotte, R.D. Stewart, K. Modzelewska, Erwin R. Boer, D. Radiloff, S. Dunn, Javad Nazarian, Antoinette Price, Kenneth J C Lim, Katherine E. Warren, Haṡok Chang, Eric H. Raabe, A. Persson, Morgan C. Huang, D. Chandler-Militello, Nan Li, R. C. Lindquist, Max E. Tate, Arturo Álvarez-Buylla, A. Donson, Diane K. Birks, L. Meijer, D. Walker, Seán O'Dowd, T. Jaspan, Robert A. Dineen, A. Fotovati, N. Coute, Janet Chen, David N. Louis, B. Toyota, Juliette Hukin, S. R. Rassekh, A. Singhal, S. Ahsan, A. Hanaford, I. Taylor, C. Eberhart, Y. G. Sun, Le Han, Kai Zhang, Z. Shi, Peng Pu, Lin Dong, Chunli Kang, Francesca Cordero, Patrick A. Lewis, Christine M. Hoeman, C. D. Allis, Tim Driscoll, Gary E. Archer, H. Friedman, Joanne Kurtzberg, M. Kambhampati, R. Bellamkonds, Cynthia Wetmore, Corbin D. Jacobs, Yao Yuan, P. Fisher, M. Rytting, Y. Khakoo, Eugene Hwang, M. Gilbert, Amanda Saratsis, Kenneth V. Snyder, Jonathan Hall, Sarah Rush, J. M. Levy, Matthias A. Karajannis, Samir K. Shah, Fausto J. Rodríguez, Jonathon Torchia, D.-A. Khuong-Quang, K. C. Ho, Louis Létourneau, Julia Majewski, S.-K. Kim, T. Ladner, L. Tomycz, J. Watchmaker, Ting Yang, L Kaufman, Mildred M. Pearson, R. J. Ogg, Matthew Scoggins, S. Taherbhoy, Mark M. Jones, T. E. Merchant, W. E. Reddick, H. M. Conklin, A. Khan, A. Kumar, Gary Tye, W. C. Broaddus, D. J. H. Shih, F. Di Mille, Marc C. Levesque, A. Korshunov, Luisa Izzi, Paul A. Northcott, Frédéric Charron, Fengyan Yu, N. Tolliday, S. Sengupta, D. S. Weeraratne, Stefan Schreiber, Kirtly Parker Jones, Robert Brown, K. Rangan, J. Finlay, A. Olch, David R. Freyer, Stefan Blüml
Bibliographic record
VenueNeuro-Oncology · 2013
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicGinseng Biological Effects and Applications
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsComputer science
Abstract
INTRODUCTION: Ginsenoside Rg3 is a natural active ingredient that is extracted from Korean red ginseng root. It elevates therapeutic effect of radiotherapy and chemotherapy, but the study found that the application of Rg3 is heavily limited by its low bioavailability and poor absorption via oral administration. METHOD: Rg3-loaded PEG-PLGA-NPs (Rg3-NPs) were prepared by the modified spontaneous emulsification solvent diffusion (SESD) method, and the physicochemical characteristics of Rg3-NPs were investigated in our study. We treated primary glioblastoma with 50 mM Rg3-NPs for 48h. We then used gene expression arrays (Illumina) for genome-wide expression analysis and validated the results for genes of interest by means of Real-Time PCR. Functional annotations were then performed using the DAVID and KEGG online tools. RESULTS: MTT shows that the growth of cells can be significantly inhibited by Rg3-NPs in a dose-dependence manner. FCM test shows Rg3-NPs can be released from the conjugate nanoparticle and react with the genes in the cell nuclei causing changes in the gene molecules. We also found that cancer cells treated with Rg3-NPs undergo cell-cycle arrest at different checkpoints. This arrest was associated with a decrease in the mRNA levels of core regulatory genes as determined by microarray-analysis and verified by Real-Time PCR. Furthermore, Rg3-NPs induced the expression of apoptotic and anti-migratory proteins p53 in cell lines. CONCLUSIONS: The results of the present study, together with the results of earlier studies show that Rg3-NPs targets genes involved in the progression of the M-phase of the cell cycle. It is associated with several important pathways, which include apoptosis (p53). Rg3-NPs may be a potent cell-cycle regulation drug targeting the M-phase in glioblastoma cell lines.
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.
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.
metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.782
Threshold uncertainty score0.795
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 | 0.001 |
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.
Opus teacher head0.014
GPT teacher head0.278
Teacher spread0.264 · 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 teacher head, not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical
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
Published2013
Admission routes1
Has abstractyes