Bibliographic record
Abstract
Adams, Kristina M. Anderson, David E. Atchison, Michael Baguley, John Behan, Mary Blumberg, Phyllis Boerboom, Tobias B. Bolton, John Bravo del Moral, Ana M. Brown, Corrie Brown, Daniel R. Cake, Martin A. Carbone, Larry Cavalieri, John Clarke, Patricia M. Coe, Jason B. Coleman, Grahame J. Collin, Kaija Constable, Peter Delver, Hilary A. Deprez, Piet Dhein, Cheryl Doucet, Michele Dyer Inzana, Karen Edmondson, Katherine Ehlers, Jan P. Fajt, Virginia Foureman, Polly Fox, Jane Fuentealba, Carmen Gardner, Dianne Gerrity, Lauretta W. Gilling, Marg L. Goracke-Postle, Cory Grauer, Gregory F. Gray, Carol A. Hartman, Kathleen H. Hecker, Kent G. Hedlund, Cheryl Herrmann, John A. Jack, S.W. Keegan, Robert D. Khalil, Mohammed K. Khan, Ahrar Khoo, Lester Khosa, Deep Kinnison, Tierney Kochevar, Deborah T. Kogan, Lori R. Koskinen, Heli I. Kovacs, Suzie Krehbiel, Janver D. Lamb, Christopher R. Lamothe, Jane Lane, India F. Lewis, John Lindenmayer, Joann Lipman, Len Lloyd, James W. Main, David C. Malinowski, Robert Martin, Michael K. Matkin, Gary Meadows, Richard L. Mentes Gurler, Ayse Meyerholz, David K. Mills, Paul C. Mink, Suzanne Molgaard, Laura Murphy, Lisa Nault, Andre Neel, Jennifer Nelson, Philip Olson, Lynne E. Parkinson, Tim J. Patterson, Coretta C. Pead, Matthew Peterson, Kate Posey, Richard D. Rahman, S. Abdul Renberg, Walter Rhind, Susan M. Riley, Wendell Root Kustritz, Margaret V. Ruohoniemi, Mirja Rush, Bonnie R. Ryan, Marion T. Schedin, Laurel Schmidt, Peggy Schoenfeld-Tacher, Regina M. Sewell, Robin Sharkey, Leslie Short, Nick Silverman, Jerald Smeak, Daniel D. Snowden, Karen F. Sprunger, Leslie K. Stewart, Sherry Strand, Elizabeth B. Suddaby, Gordon T. Taboada, Joseph Tadich, Nestor A. Tarlinton, Rachael E. Taylor, Rosanne M. Tegzes, John Theis-Mahon, Nicole Timmins, Richard P. Tornquist, Susan J. Travillian, Ravensara Turner, Patricia V. Uhlenhopp, Eldon Vaarten, Jan Van Beukelen, Peter Vroegindewey, Gary Wagner, Gerald G. Weber, Scott Weiner, Sharon A. White, Mark B. Witte, Thomas H. Wright, Angela Yackel, Thomas Zaffarano, Bianca A.
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 | 0.005 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.007 | 0.002 |
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; both teacher heads agree on what is shown here.
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".