Bibliographic record
Abstract
President-Elect: Margaret A. Hamburg, National Academy of Medicine Board of Directors: Sylvester James Gates, Jr., University of Maryland, College Park; Kaye Husbands Fealing, Georgia Institute of Technology Committee on Nominations: Patricia Falcone, Lawrence Livermore National Laboratory; Margaret Leinen, Scripps Institution of Oceanography/UCSD; Shirley M. Tilghman, Princeton University; Elias Zerhouni, Sanof , Inc. ### Agriculture, Food, and Renewable Resources Chair Elect: Sarah Hake, U.S. Department of Agriculture - Agricultural Research Service Member-at-Large of the Section Committee: Esther van der Knaap, University of Georgia Electorate Nominating Committee: Joan K. Lunney, U.S. Department of Agriculture - Agricultural Research Service; Lydia P. Olander, Duke University ### Anthropology Chair Elect: Agustin Fuentes, University of Notre Dame Member-at-Large of the Section Committee: Patricia M. Lambert, Utah State University Electorate Nominating Committee: Yohannes Haile-Selassie, Cleveland Museum of Natural History/Case Western Reserve University; Fiona B. Marshall, Washington University in St. Louis ### Astronomy Chair Elect: Bradley M. Peterson, Ohio State University Member-at-Large of the Section Committee: Joan Centrella, National Aeronautics and Space Administration Goddard Space Flight Center Electorate Nominating Committee: Eileen D. Friel, Indiana University; Chris Impey, University of Arizona ### Atmospheric and Hydrospheric Sciences Chair Elect: Philip Rasch, Pacif c Northwest National Laboratory Member-at-Large of the Section Committee: Nancy N. Rabalais, Louisiana Universities Marine Consortium/Louisiana State University Electorate Nominating Committee: David W. Lea, University of California, Santa Barbara; Michael Oppenheimer, Princeton University Council Delegate: Diane E. Wickland, National Aeronautics and Space Administration (retired) ### Biological Sciences Chair Elect: Michael Lynch, Indiana University Member-at-Large of the Section Committee: Caroline S. Harwood, University of Washington Electorate Nominating Committee: M. Kathryn Barton, Carnegie Institution for Science/Stanford University; David L. Stern, Howard Hughes Medical Institute Janelia Research Campus Council Delegate: Jonathan A. Eisen, University of California, Davis ### Chemistry Chair Elect: Susan M. Kauzlarich, University of California, Davis Member-at-Large of the Section Committee: Robert G. Bergman, University of California, Berkeley/Lawrence Berkeley National Laboratory Electorate Nominating Committee: Nancy E. Levinger, Colorado State University; Tina M. Nenof , Sandia National Laboratories ### Dentistry and Oral Health Sciences Chair Elect: Pamela K. Den Besten, University of California, San Francisco School of Dentistry Member-at-Large of the Section Committee: Robert A. Burne, University of Florida College of Dentistry Electorate Nominating Committee: Christopher H. Fox, IADR/AADR; Ophir Klein, University of California, San Francisco Council Delegate: Lynne A. Opperman, Texas A&M University College of Dentistry ### Education Chair Elect: Susan Rundell Singer, Rollins College Member-at-Large of the Section Committee: Linda M. Grisham, Massachusetts Bay Community College Electorate Nominating Committee: James J. Smith, Michigan State University; Juliana Texley, Central Michigan University Council Delegate: Jay B. Labov, National Academies of Sciences, Engineering, and Medicine ### Engineering Chair Elect: Deb Niemeier, University of California, Davis Member-at-Large of the Section Committee: Norma A. Alcantar, University of South Florida Electorate Nominating Committee: Sheryl H. Ehrman, University of Maryland, College Park; Rodney D. Priestley, Princeton University Council Delegate: Ian M. Robertson, University of Wisconsin-Madison ### General Interest in Science and Engineering Chair Elect: Katherine E. Rowan, George Mason University Member-at-Large of the Section Committee: David Berube, North Carolina State University Electorate Nominating Committee: Marilee Long, Colorado State University; Kevin J. Niemi, University of Wisconsin-Madison Council Delegate: JoAnn M. Valenti, Brigham Young University (Emeritus) ### Geology and Geography Chair Elect: Janet Franklin, Arizona State University Member-at-Large of the Section Committee: Kathryn (Kate) Moran, University of Victoria/Ocean Networks Canada Electorate Nominating Committee: Carol P. Harden, University of Tennessee, Knoxville (retired); James W. C. White, University of Colorado Boulder ### History and Philosophy of Science Chair Elect: Vassiliki Betty Smocovitis, University of Florida Member-at-Large of the Section Committee: Karen A. Rader, Virginia Commonwealth University Electorate Nominating Committee: Rachel A. Ankeny, University of Adelaide (Australia); Erika Lorraine Milam, Princeton University ### Industrial Science and Technology Chair Elect: John M. Newsam, Tioga Research, Inc. Member-at-Large of the Section Committee: Kirk H. Schulz, Washington State University Electorate Nominating Committee: Elizabeth R. Cantwell, Arizona State University; Janice G. Pero, Omnigene Bioproducts, Inc. ### Information, Computing, and Communication Chair Elect: Toby Walsh, University of New South Wales (Australia) Member-at-Large of the Section Committee: Marie desJardins, University of Maryland, Baltimore County Electorate Nominating Committee: Katy Borner, Indiana University; Robin Murphy, Texas A&M University Council Delegate: Bonnie C. Carroll, Information International Associates/CENDI ### Linguistics and Language Science Chair Elect: Barbara H. Partee, University of Massachusetts Amherst Member-at-Large of the Section Committee: Diane C. Lillo-Martin, University of Connecticut/Haskins Laboratories Electorate Nominating Committee: Jeffrey Lidz, University of Maryland, College Park; Laura Wagner, Ohio State University Council Delegate: Sandra Chung, University of California, Santa Cruz ### Mathematics Chair Elect: Deborah F. Lockhart, National Science Foundation Member-at-Large of the Section Committee: Susanne C. Brenner, Louisiana State University Electorate Nominating Committee: Reka Albert, Pennsylvania State University; Claudia Neuhauser, University of Minnesota Twin Cities ### Medical Sciences Chair Elect: David H. Perlmutter, Washington University School of Medicine in St. Louis Member-at-Large of the Section Committee: Peter M. Howley, Harvard University Medical School Electorate Nominating Committee: Nancy Allbritton, University of North Carolina at Chapel Hill/North Carolina State University; Rachelle Gaudet, Harvard University ### Neuroscience Chair Elect: Jacqueline N. Crawley, University of California, Davis School of Medicine Member-at-Large of the Section Committee: John R. Carlson, Yale University Electorate Nominating Committee: Karen Hsiao Ashe, University of Minnesota Twin Cities/Minneapolis VA Medical Center; Catherine E. Carr, University of Maryland, College Park ### Pharmaceutical Sciences Chair Elect: Richard R. Neubig, Michigan State University Member-at-Large of the Section Committee: Carston R. Wagner, University of Minnesota/Tychon Bioscience, Inc. Electorate Nominating Committee: Carolyn A. Buser, GlaxoSmithKline; Emily E. Scott, University of Michigan Council Delegate: Richard E. Taylor, University of Notre Dame ### Physics Chair Elect: David D. Awschalom, University of Chicago/Argonne National Laboratory Member-at-Large of the Section Committee: Gabriela Gonzlez, Louisiana State University Electorate Nominating Committee: Arjun G. Yodh, University of Pennsylvania; Clare Yu, University of California, Irvine ### Psychology Chair Elect: Henry L. Roediger III, Washington University in St. Louis Member-at-Large of the Section Committee: Roberta L. Klatzky, Carnegie Mellon University Electorate Nominating Committee: Lisa Feldman Barrett, Northeastern University/Massachusetts General Hospital; Elke U. Weber, Princeton University ### Social, Economic, and Political Sciences Chair Elect: Lawrence D. Bobo, Harvard University Member-at-Large of the Section Committee: Deirdre Nansen McCloskey, University of Illinois at Chicago Electorate Nominating Committee: Mary Frank Fox, Georgia Institute of Technology; Felice J. Levine, American Educational Research Association ### Societal Impacts of Science and Engineering Chair Elect: Phyllis E. Johnson, University of North Dakota School of Medicine Member-at-Large of the Section Committee: Christine M. Maziar, University of Notre Dame Electorate Nominating Committee: Sybil Francis, Center for the Future of Arizona; Deborah D. Stine, Carnegie Mellon University Council Delegate: Jennifer T. Poulakidas, Association of Public and Land-grant Universities ### Statistics Chair Elect: Hal S. Stern, University of California, Irvine Member-at-Large of the Section Committee: Xuming He, University of Michigan Electorate Nominating Committee: Tim Hesterberg, Google, Inc.; Anastasios (Butch) Tsiatis, North Carolina State University Council Delegate: Nancy Reid, University of Toronto (Canada)
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.
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 | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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.
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.
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".