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LAB-CELL BIOLOGY AND SIGNALING
Noriyuki Kijima, N. Hosen, Naoki Kagawa, N. Hashimoto, Yasuyoshi Chiba, Masahito Kinoshita, H Sugiyama, T Yoshimine, Yongman Kim, K. H. Kim, E. H. Lee, Bo Hu, H. Sim, Nishant Mohan, Paula A. Agudelo-Garcia, G. Nuovo, S. Cole, Mariano S. Viapiano, B. C. McFarland, S. W. Hong, Rajani Rajbhandari, G. B. Twitty, G. Kenneth Gray, Haiying Yu, C. P. Langford, G. Yancey Gillespie, Etty Benveniste, S. E. Nozell, Ryo Nitta, S. Mitra, Timothy T. Bui, Jean Mosser, Jessian L. Munoz, Vivian Rodriguez‐Cruz, Pranela Rameshwar, Wendy L. See, J. Mukherjee, Kevin Shannon, R. O. Pieper, Desiree H. Floyd, Andrew Xiao, B. W. Purow, D. Zrihan, M. Refael, Tamar Canello, A. Granit, Qiang Xie, X. Wang, Yuhua Gong, Yunfei Mao, X. Chen, L. Zhou, S. X. Lee, Adrian Tun-Kyi, E. T. Wong, K. D. Swanson, K. Zhang, Lili Chen, J. Zhang, Zhonghong Shi, L. Han, Pengming Pu, Chunliu Kang, W. H. Cho, D. Ogawa, A. Bronisz, Dana A. M. Mustafa, Anieta M. Sieuwerts, Marcel Smid, Vanja de Weerd, John W.M. Martens, John A. Foekens, J. M. Kros, C McCulloch, Jon C. Graff, Yi Sui, Sean R. Dinn, Yan Huang, Qing Li, Guan Fiona, H. Nakashima, Lina Leiss, Ivana Manini, Per Øyvind Enger, Chao Yang, Radha Iyer, Albert Cheung-Hoi Yu, Siwei Li, Barbara Ikejiri, Z. Zhuang, Russell R. Lonser, Tarik F. Massoud, Ramasamy Paulmurugan, Sanjiv S. Gambhir, Mingna Sun, Menglin Chen, Nancy A. Edwards, Sharon B. Shively, Gilson S. Baía, Óscar Caballero, B. A. Orr, Anita Lal, J.-S. Ho, C. Cowdrey, Tarık Tihan, C. Mawrin, Gregory J. Riggins, D. Lu, Carlo Giacomo Leo, H. Wheeler, Kerrie L. McDonald, A. Schulte, Svenja Zapf, Malgorzata Stoupiec, Katharina Kolbe, S. Riethdorf, Magdalena Westphal, K. Lamszus, Marco Timmer, Gabriele Röhn, Anja Koch, Roland Goldbrunner, Rosamaria Ruggieri, Zhiwan Dong, Nhan L. Tran, Michael E. Berens, M. Symons, Farjana B. Rowther, Timothy Dawson, Kate Ashton, John L. Darling, Tracy Warr, M. Okamoto, Kirubamani Palanichamy, N. Gordon, Disha Patel, Steve Walston, T. Krishanan, A. Chakravarti, Juliya Kalinina, A. Carroll, Lingling Wang, Qin Yu, D.E. Mancheno, Shuangyan Wu, Fei Liu, Jiyeon Ahn, Ming He, Hui Mao, E. G. Van Meir, Oscar González‐Martín, Alison Beauchamp, D. M. Gibo, Darren F. Seals, Maria C. Speranza, Veroniquè Frattini, D. Kapetis, F. Pisati, M. Eoli, Serena Pellegatta, G. Finocchiaro, Zaynah Maherally, Jr. Smith, Gerlinde Pilkington, Wenhui Zhu, P. A. Clark, Shuo Yang, S.-H. Lin, Kristopher T. Kahle, J. S. Kuo, Dandan Sun, M. B. Hossain, N. Cortes-Santiago, A. Gururaj, Jaya Thomas, K. Gabrusiewicz, J. Gumin, Enric Xipell, F. Lang, J. Fueyo, W.K. Alfred Yung, Candelaria Gomez‐Manzano, N. J. Cook, J. E. Lawrence, R. A. Rovin, Robert J. Belton, R. J. Winn, Sara Ferluga, S.-H. Lee, F. W. Khwaja, Abdessamad Zerrouqi, Neha Devi, Kristen Drucker, H. K. Lee, S. Finniss, S. Cazacu, Laila Poisson, Cong Xiang, S. A. Rempel, T. Mikkelsen, C. Brodie, Jing Shen, Rajappa S. Kenchappa, Jullian Valadez, M. K. Cooper, B. D. Carter, P. A. Forsyth, J. S. Lee, A. Erdreich-Epstein, H.-R. Song, S. Lawn, R. Kenchappa, P. Forsyth, Key‐Hwan Lim, Eli E. Bar, C. G. Eberhart, M. Blough, Michella Alnajjar, C. Chesnelong, S. Weiss, James Chan, G. Cairncross, J. Wykosky, W. Cavenee, F. Furnari, K. E. Brown, S. T. Keir, J. H. Sampson, D. D. Bigner, M. M. Kwatra, Rama P. Kotipatruni, Dineshkumar Thotala, J. Jaboin, Terrie E. Taylor, Anna C. Schinzel, William C. Hahn, G. S. Kapoor, Luke Macyszyn, Y. Bi, Harish Poptani, R. Ittyerah, R. V. Davuluri, Donald M. O’Rourke, Kenneth L. Pitter, Amira Hosni-Ahmed, Kara Colevas, E. C. Holland, T.S. Jones, Anshu Malhotra, Chad R. Potts, A. Fernandez-Lopez, A. M. Kenney, Sy‐Chyi Cheng, Haizhong Feng, M. J. Jarzynka, Yong Li, Susan Keezer, T. G. Johns, R. L. Hamilton, K. Vuori, R. Nishikawa, Tim R. Fenton, Tao Cheng, Andrei M. Mikheev, Svetlana A. Mikheeva, J. R. Silber, Philip J. Horner, R. Rostomily, Elizabeth S. Henson, Milton L. Brown, David D. Eisenstat, Spencer B. Gibson, R. L. Price, Jikui Song, K. Bingmer, M. Oglesbee, Carolyn A. Cook, C.-H. Kwon, E. A. Chiocca, Tam T. Nguyen, W. J. Lukiw, F. Culicchia, Benjamin Jones, Y. Zhao, Sagnika Bhattacharjee
Bibliographic record
VenueNeuro-Oncology · 2012
Typearticle
Languageen
FieldMaterials Science
TopicDiatoms and Algae Research
Canadian institutionsUniversity of ManitobaUniversity of AlbertaUniversity of Calgary
Fundersnot available
KeywordsCell biologyBiology
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 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)0.001
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: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.366
Threshold uncertainty score0.820
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) | 0.000 | 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) | 0.001 | 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 head0.033
GPT teacher head0.333
Teacher spread0.300 · 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
Published2012
Admission routes1
Has abstractno