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.
Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for the ongoing support in reviewing manuscripts for Human Development:Dor Abrahamson, Berkeley, CA, USAAileen Aldalur, Rochester, NY, USAJedediah W.P. Allen, Ankara, TurkeyWilliam Arsenio, New York, NY, USAParissa Ballard, Winston-Salem, NC, USAHanna Bertilsdotter Rosqvist, Huddinge, SwedenJanet Boseovski, Greensboro, NC, USANancy Budwig, Worcester, MA, USAJeremy Trevelyan Burman, Groningen, The NetherlandsChristy Byrd, Raleigh, NC, USALinda Camras, Chicago, IL, USALiz Chesworth, Sheffield, UKAnna Ciaunica, Lisbon, PortugalBrad Cokelet, Lawrence, KS, USABrian D. Cox, Hempstead, NY, USAColette Daiute, New York, NY, USASusan Engel, Williamstown, MA, USAKim Theresa Ferguson, Yonkers, NY, USAElizabeth Finnegan, Sparkill, NY, USARobyn Fivush, Atlanta, GA, USADaniel Fobi, Leeds, UKBlaine Fowers, Miami, FL, USAKarin Frey, Seattle, WA, USASimona Ghetti, Davis, CA, USAAmanda Guyer, Davis, CA, USASinead Harmey, London, UKDaniel Hart, Camden, NJ, USAYeh Hsueh, Memphis, TN, USASara Incao, Genoa, ItalyJamie Jirout, Charlottesville, VA, USAJuliana Karras, San Francisco, CA, USADaniel Kelly, West Lafayette, IN, USAOlga Kornienko, Fairfax, VA, USAZihan Liu, Springfield, IL, USACaitlin Mahy, St. Catharines, ON, CanadaMichael F. Mascolo, North Andover, MA, USAGeorge Michel, Greensboro, NC, USAUlrich Mueller, Victoria, BC, CanadaUtsa Mukherjee, London, UKSusan Murphy, Edinburgh, UKJessica Navarro, Elon, NC, USAMarkus Paulus, Munich, GermanyJoanna Peplak, Burnaby, BC, CanadaPrithvi Perepa, Birmingham, UKLawrence Pick, Washington, DC, USAMarc J. Ratcliff, Geneva, SwitzerlandSusan Rivera, College Park, MD, USAJason Robert, Tempe, AZ, USAChristina Röcke, Zurich, SwitzerlandHoward Steele, New York, NY, USAKristia Wantchekon, Washington, DC, USA
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.
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 | 0.000 | 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) | 0.023 | 0.056 |
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 it