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Consolidation and Reconsolidation
Daniël Hoyer, Eric P. Zorrilla, Pietro Cottone, Sarah Parylak, Micaela Morelli, Nicola Simola, James D. Lane, Michael M. Morgan, M J Christie, Cecilia J. Hillard, Alan J. Budney, Ryan G. Vandrey, Trevor W. Robbins, Paolo Nencini, Michele Stanislaw Milella, Naheed Mirza, Victoria L. Harvey, Tony Dickenson, Seiya Miyamoto, Osborne F. X. Almeida, Nuno Sousa, S Yu, Anthony Absalom, David Menon, Pedro L. Delgado, Cyril Höschl, Tara L. White, Richard A. Depue, Christof Baltes, Thomas Mueggler, Markus Rudin, Peter J. Flor, Inga D. Neumann, Craig A. Erickson, David J. Posey, Kelly Blankenship, Kimberly A. Stigler, Christopher J. McDougle, Etienne Sibille, Nicole Edgar, Malcolm Lader, Theodora Duka, Emma Childs, Britta Hahn, Jaanus Harro, Paul Newhouse, Heather Wilkins, Yesne Alici, William Breitbart, Eric J. Nestler, Anthony R Isles, Lawrence S. Wilkinson, Subhash C. Pandey, Samuel G. Siris, Paul Willner, Michel Billiard, Björn Lemmer, Jean‐Michel Scherrmann, Lawrence H. Price, Tomek J Banasikowski, Richard J Beninger, J. Harvey, Brian E. Leonard, Kim Wolff, Ashwini Padhi, Naomi Fineberg, Warren H. Meck, Catalin V. Buhushi, Lance Richard McMahon, Yogita Chudasama, Michael J. Kuhar, Joachim D. Uys, Peter W. Kalivas, Mohammed Shoaib, Daniel Bertrand, Hans Rollema, Raymond S Hurst, Michael H. Bloch, James F. Leckman, Barbara J. Sahakian, Sharon Morein‐Zamir, Anne Jackson, Ben J. Harrison, Christos Pantelis, Ian Hindmarch, Alyson J. Bond, Jaime M. Monti, Darren R. Christensen, Warren K. Bickel, Marcy J. Bubar, Kathryn A. Cunningham, Christine A. Franco, Marc N. Potenza, María‐Inés López‐Ibor, Juan J López-Ibor, Joseph H. Friedman, Alex Hofer, Matthew I. Palmatier, Rick A. Bevins, Thomas Tzschentke, David C. S. Roberts, Stephan Anagnostaras, Jennifer R Sage, Stephanie A Carmack, Stephen J. Kohut, Anthony L. Riley, Ronald F. Mucha, Jos Prickaerts, Oliver Stiedl, Sven Ove Ögren, Karim Nader, Oliver Hardt, Paola V. Migues, Arthur Christopoulos, Gregory D. Stewart, Patrick M. Sexton, Yavin Shaham, Sunila G Nair, Sarah H. Heil, Stacey C. Sigmon, Stephen T. Higgins, Marc N. Branch, Mary E. Cain, Michael T. Bardo, Robert L. Balster, Sharon Walsh, Roel de Rijk, E. R. de Kloet, Chase H. Bourke, Michael J. Owens, Cécile Viollet, Jacques Epelbaum, Karl Mann, Falk Kiefer, R. Hamish McAllister‐Williams, Andreas Marneros, Rodrigo Andrade, Iván Izquierdo, Lia Rejane M. Bevilaqua, Martı́n Cammarota, Christoph Hiemke, María Isabel Colado, Richard Green
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
Bibliographic record
Venuenot available
Typebook-chapter
Languageen
FieldSocial Sciences
TopicCyprus History, Politics, Society
Canadian institutionsMcGill University
Fundersnot available
KeywordsConsolidation (business)Memory consolidationPsychologyBusinessNeuroscience
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.
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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.934
Threshold uncertainty score0.996
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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.
Opus teacher head0.036
GPT teacher head0.298
Teacher spread0.262 · 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 itQuick stats
Citations0
Published2010
Admission routes1
Has abstractno