Bibliographic record
Abstract
Over the past years, the number of annual submissions has grown, and therefore also the number of reviewers involved in the journal. We have a choice out of 190 names now! This does, however, not mean that all the reviewers can review all papers, they all have their specific fields of expertise that we try to take into account. We are very grateful to the following reviewers for helping the Editorial team in 2006: Dr. Leon Aarons, United Kingdom Dr. Angela Mary Alexander, United Kingdom Dr. Anna Birna Almarsdottir, Iceland Dr. Filipa Alves da Costa, Portugal Prof. Claire Anderson, United Kingdom Dr. Parisa Aslani, Australia Dr. Douglas Ball, Kuwait Dr. Roberto Banfi, Italy Dr. Tiene Bauters, Belgium Dr. Hein Beijer, The Netherlands Prof. Shalom Benrimoj, Australia Dr. Cecilia Bernsten, Sweden Mr. Yvonnick Bezie, France Dr. Paul Bissell, United Kingdom Dr. Ingunn Bjornsdottir, Denmark Dr. Lyda Blom, The Netherlands Dr. Helen Boardman, United Kingdom Dr. Ian Boyd, Australia Prof. Koos Brouwers, The Netherlands Dr. Jose Cabrita, Portugal Prof. Margarida Caramona, Portugal Dr. Gerhard Carstens, Germany Prof. Henry Chrystyn, United Kingdom Mr. William Cottrel, Australia Prof. Graham Davies, United Kingdom Prof. Ton de Boer, The Netherlands Prof. Han de Gier, The Netherlands Prof. Lolkje de Jong-van den Berg, The Netherlands Prof. Bryony Dean Franklin, United Kingdom Dr. Ruud Dessing, The Netherlands Dr. Ermindo Di Paolo, Switzerland Dr. Catherine Duggan, United Kingdom Prof. Toine Egberts, The Netherlands Dr. Anders Ekedahl, Sweden Dr. Rachel Elliott, United Kingdom Dr. Dita Engova, Czech Republic Dr. Karen Farris, United States Dr. Roel Fijn, The Netherlands Dr. Dick Gourley, United States Dr. Anne Gerd Granas, Norway Mr. Andy Gray, South Africa Dr. Chris Green, United Kingdom Prof. Henk-Jan Guchelaar, The Netherlands Prof. Floor Haaijer-Ruskamp, The Netherlands Dr. Gerrit-Jan de Haan, The Netherlands Dr. Cyrine Haidar, United States Dr. Denise Hansford, United Kingdom Dr. Yolande Hanssens, Qatar/Belgium Dr. Lotte Stig Haugbolle, Denmark Prof. Chiel Hekster, The Netherlands Dr. Martin Henman, Ireland Dr. Kurt Hersberger, Switzerland Dr. Ulrike Hiemer, Germany Prof. Brian Houston, United Kingdom Prof. Steve Hudson, United Kingdom Prof. Carmel Hughes, United Kingdom Dr. M. Izham Ibrahim, Malaysia Prof. Ulrich Jaehde, Germany Dr. Delyth James, United Kingdom Dr. Katrin Janhsen, Germany Dr. Chris Jay, United Kingdom Dr. Therese Kairuz, Australia Dr. Matthias Kassack, Germany Dr. Jennifer Keiser, Switzerland Prof. Frieder Keller, Germany Dr. Fiona Kelly, New Zealand Dr. Asa Kettis Lindblad, Sweden Dr. Michelle King, Australia Ms. Moira Kinnear, United Kingdom Dr. Olaf Klungel, The Netherlands Ms. Hannelore Kreckel, Germany Prof. Janet Krska, United Kingdom Dr. Chris Langley, United Kingdom Dr. Hans Lofgren, Australia Dr. Livia Magulova, Slovakia Dr. Jan Gerard Maring, The Netherlands Dr. Linda Gore Martin, United States Prof. James McElnay, United Kingdom Dr. Andrea Messori, Italy Dr. Mark Mobach, The Netherlands Prof. Janine Morgall Traulsen, Denmark Ms. Kirsten Myhr, Norway Dr. Ulla Narhi, Finland Dr. Stephanie Natsch, The Netherlands Dr. Cees Neef, The Netherlands Prof. Lars Nilsson, Sweden Dr. Alice Oborne, United Kingdom Dr. Duncan Petty, United Kingdom Dr. Maarten Postma, The Netherlands Dr. Rogier Press, The Netherlands Dr. Yasmine Probst, Australia Dr. Eugene van Puijenbroek, The Netherlands Dr. Nate Rickles, United States Prof. Hugo Robays, Belgium Dr. Colin Rousseaux, Canada Dr. Imogen Savage, United Kingdom Dr. Evelyn Schaafsma, The Netherlands Dr. Marion Schaefer, Germany Dr. Ingrid Schubert, Germany Prof. Martin Schulz, Germany Dr. Janine Smith, United States Dr. Birthe Sondergaard, Denmark Dr. Ellen West Sorensen, Denmark Dr. Derek Stewart, United Kingdom Dr. Katja Taxis, The Netherlands Ms. Martina Teichert, The Netherlands Dr. Alison Thomson, United Kingdom Dr. Judith Thornton, United Kingdom Dr. Hilde Tobi, The Netherlands Dr. Henrik Toft Sorensen, Denmark Ms. June Tordoff, New Zealand Dr. Daan Touw, The Netherlands Dr. Mary Tully, United Kingdom/Sweden Dr. Patricia van den Bemt, The Netherlands Dr. Philippe van Wilder, Belgium Dr. Eva MarieVivian, United States Dr. Pierre Voirol, Switzerland Dr. Albert Wertheimer, United States Mr. Marnix Westein, The Netherlands Ms. Tone Westergren, Norway Dr. Tommy Westerlund, Sweden Dr. Amanda Wheeler, New Zealand PD Dr. Bob Wilffert, The Netherlands Dr. Kylie Williams, Australia Dr. Almut Winterstein, United States Prof. George Zelger, Switzerland
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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".