Record W2943895493 · doi:10.3160/0038-3872-108.2.89

Abstracts for 2009 Annual Meeting, in Program Order

2009· article· en· W2943895493 on OpenAlexaff

Mark Helvey, Craig Heberer, Cèsar Sepùlveda, S. A. Aalbers, Diego Bernal, Suzanne Kohin, David Lawson, L. Enriquez, C. Villafana, M. McCorkle, Massimo Castagnola, Mike Golden, Sabrina Drill, Camm C. Swift, Christina C. Fahy, Michael J. Bell, D. M. Petschauer, C. Cash, J. A. Reyes, K. M. Kelley, Mary J. Allen, Elizabeth Jarvis, C. Linardich, C. F. Valle, Tony Mason, C. G. Lowe, Julianne E. Kalman, Don Cadien, J. Ananda Ranasinghe, Giancarlo Cicchetti, K. L. Martin, Jenifer E. Dugan, U. L. Vidal, D. Boskovic, Leonard R. Brand, A. S. Llaban, P. J. Krug, C. P. Kofron, Francis X. Villablanca, Edward L. Ervin, Clark R. Mahrdt, La Rie Burgoyne, Daryle Hinton-Hardin, Gianna Ramos, Mackenzie Shribbs, Philippa M. Drennan, Lisa M. Komoroske, Rebecca L. Lewison, Peter H. Dutton, Jeffrey A. Seminoff, Dimitri D. Deheyn, Ann Dalkey, Jinwon Kim, Jeremy S. Pal, Sara A. Rauscher, Noah S. Diffenbaugh, J. W. O'Brien, H. K. Hansen, M. E. Stephens, R. Uyehara, C. Kumpu, John R. Thomlinson, C. W. Solek, Lena Sam, D. C. Zacherl, T. M. Magrann, Stephen G. Dunbar, Cordale Johnson, Connie Vadheim Roth, Dongkyu Lim, S. E. Walker, Matthew P. Sutton, Darren R. Sandquist, Sherry Kelley, A. W. Fredell, D.A. Anaya, K. Bayley, Heting Chu, Noelle Bidegainberry, Alison Fujii, Larisa Pender-Healy, M.H REZAIE BOROON, Pompeyo Montiel Ramírez, Kissao Gnandi, Doreen Emilee Carpio, Lori Critchfield, Kathryn Dickson, Chris L. Chabot, Donald G. Buth, Jonathan Sim, Thomas E. Dowling, Larry G. Allen, Angela Chapman, Donald A. Rodriguez, Christopher W. Kahler, Christina Fahim, L. E. Winfrey, Amanda Goldstein, Amy Cooper, Garey A. Fox, D. R. Nelsen, William K. Hayes, A. G. Corbit, Anthony Corcoran, K. M. Reifel, Bill Jones, R. F. Shipe, Nahyun Lim, O. Saliu, N. Wakama, Thu Dương, J. Gov, G. Liu, Ali Forghani, Ramtin Khanipour, H. L. Gliniak, O. Horning, Nick Haring, Tim Stebbins, Ron Velarde, A. K. James, Bonnie R. Lei, W. Liu, C. Mac, Miguel Ángel Macías-Rodríguez, V. G. Minnich, H. Musharbash, Kate Dickson, J. C. Notar, J. Gessow, Mark E. Parlow, Marcia G. Narog, Jan L. Beyers, David R. Weise, Philip J. Riggan, Anna M. Wrona, C. R. Pospisil, Rene Carbajal, Suong Tran, J. Quintanilla, L. Gabrielian, Víctor D. Carmona-Galindo, N. R. Rahman, Giuseppe A. Ramirez, Graciela Brelles-Mariño, P. C. Ramirez, A. C. Hamane, Sergio Mendoza Sandoval, S. R. Scoma, L. C. Teague, A. M. Noice, Mohammad Javad Moradian, Trally Treybig, Allyson L. Degrassi, Ernesto Casillas, Elizabeth Hessom, Elaine Ramos, Ashleigh Berger, David T. W. Lau, Christina Truong, Kristine Tulio, J. T. Valdez, Julie Huh, John H. Dorsey, B. D. Narcisse, Kevin Dat Vuong, Jessica Roberts, Keller Celeste, Erin Hill, Nicholas P. West, Tim Paysen, Kimbrie L. Gobbi, Patricia V. Narwold, Sarah C. Gray, S. M. Trbovich, Raymond R. Wilson, M. David Curtis, J. M. Krug, M.A. Steele, Éric Miller, D. J. Pondella, Jonathan P. Williams, E. F. Miller, Megan Love, Mary M. Nishimoto, Huntington Page, C. S. Culver, S. C. Schroeter, Kim M. Anthony, Lyall Bellquist, Libe Washburn, D. M. Schroeder, Brian Emery, C. J. B. Martin, Beverly Allen, Carlos Mireles, Christopher G. Lowe, A. Scarborough-Bull, Edgar Huerta, Judith F. Porcasi, Amy L. Tupa, Steven James, G. E. Jones, L. H. Fisk, J. Lucas-Clark, L. R. Pratt, G. J. Jaecks, David M. Haasl, D. F. Maloney, M. R. Roeder, Melissa J. Williams, Marlene Roeder, M. N. Garchow, Patrick J. Krug, M. R. Romero, Danielle Y. Trathen, J. P. Farlin, Navjit Brar, C. M. Waggoner, Russell Fairey, Dominique Gordon, E. L. Shimer, Kent D. Trego, Diep Brian, Jonathan N. Baskin, Andrew Chen, Alayna Mitchell, Ariel Takayanagi, J. J. Huh, A. R. Kelleghan, Sumit Mitra, Suh Y. Woo, Alexa Aranjo, Martin Byhower, Chadwick School, Michel Baudry, Elizabeth Hong, Nicole Johnson, Mason Zhang, Andrius Planutis, Helena Wu, Lei Kenny, Sarine Shahmirian, Gagik G. Melikyan, Malcolm Crowe, L. Babilonia, Jinwon Kim, Pedro T. Ramírez, Miguel Angel Gutierrez Macias

Bibliographic record

VenueBulletin Southern California Academy of Sciences · 2009

Typearticle

Languageen

FieldEconomics, Econometrics and Finance

TopicDiverse Scientific and Economic Studies

Canadian institutionsUniversity of Guelph

Fundersnot available

KeywordsOrder (exchange)Computer scienceLibrary scienceBusiness

DOI10.3160/0038-3872-108.2.89

Abstract

fetched live from OpenAlex

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 imitation

Not 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)0.002

Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated

Candidate categoriesInsufficient payload (model declined to judge)

Consensus categoriesInsufficient payload (model declined to judge)

DomainCandidate signal: none · Consensus signal: none

Study designCandidate signal: Not applicable · Consensus signal: Not applicable

GenreCandidate signal: Other · Consensus signal: Other

Teacher disagreement score0.333

Threshold uncertainty score0.474

Distilled classifier scores by category (both heads)

Category	Codex	Gemma
Metaresearch	0.001	0.002
Meta-epidemiology (narrow)	0.003	0.001
Meta-epidemiology (broad)	0.002	0.001
Bibliometrics	0.002	0.001
Science and technology studies	0.002	0.000
Scholarly communication	0.004	0.002
Open science	0.002	0.001
Research integrity	0.003	0.002
Insufficient payload (model declined to judge)	0.667	0.546

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 head0.037

GPT teacher head0.258

Teacher spread0.221 · how far apart the two teachers sit on this one work

Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it