Editor-in-Chief's Note - Thank you to Reviewers
Bibliographic record
Abstract
Cory Abate-Shen Mohammed Abba Sarki Abdulkadir Christian Abnet Mildred Acevedo-Duncan Yasushi Adachi Sabine Adam-Klages Rajesh Agarwal Antonio Agudo Nihal Ahmad Aamir Ahmed Nuzhat Ahmed Laurie Ailles Harini Aiyer Tetsu Akiyama Anthony Alberg Adriana Albini Alessandro Alessandrini Anna Alisi Kari Alitalo Paola Allavena Heike Allgayer Clinton Allred Raquel Almeida Ernest Amankwah Andre Amaral Michael Amatangelo Christine Ambrosone Stefan Ambs ARM Amin Shrikant Anant Bogi Andersen Carl Anderson Tommy Andersson Sebastiano Ando Gabriella Andreotti Francesca Andriani Andrea Anichini Borhane Annabi Kausar Ansari Masahiro Aoki Rami Aqeilan Khelifa Arab Hwyda Arafat Jeffrey M. Arbeit Jack Arbiser Fernando Arenzana-Seisdedos Marie Arsenian Henriksson Leonard Augenlicht Matias Avila Moammir Aziz Asfar Azmi Robert A. Baan Hideo Baba Christophe Badie Seung Baek Georges Baffet Andrei Bakin Adayabalam Balajee Kuppusamy Balamurugan Frances Balkwill Clara Balsano Vimla Band Snigdha Banerjee Sushanta Banerjee Peter Bannasch Yongping Bao Rachel Bar-Shavit Maria Barbolina Nick Barker Roger Barraclough Jenny Barrett Simon T. Barry Brian Barth Riyaz Basha Nadia Bastide Surinder Batra Andrea Bauer Georg Bauer Richard Bauer Josep Baulida George Beck Jr. Barbara Bedogni David Beer Andrew Beggs Antonino Belfiore Steven Belinsky Susan Bellis Mattias Belting Lisa Beltz Nira Ben-Jonathan Tarek Benanmeur Jean Benhattar Michael Berens Sondra Berger Walter Berger August Bernd Norbert Berndt Sonja Berndt Edurne Berra Fernanda Bertonha Aline M. Betancourt Saverio Bettuzzi Levi J. Beverly Mausumi Bharadwaj Alok Bharti Hari Bhat Charles Bieberic Maurizio Bifulco Robert Bigsby Paul Billings Claudia Binder Diane Birt Anupam Bishayee Kumar Bishnupuri Leonard Bjeldanes Roman Blaheta Pilar Blancafort Ignacio Blanco Giovanni Blandino Francesco Blasi Christine Blattner Jonathan Blay Jeremy Blaydes Gerard Blobe Marcel Blot-Chabaud Paula Boaventura Thomas Bock Barrie Bode Paolo Boffetta Rudy Bonavia Mathilde Bonnet Joseph Bonventre Laszlo G. Boros Sotiria Boukouvala Tim Bowden Douglas Boyd James L. Boyer Antony Braithwaite Ebba Brakenhielm Gerda Breitweiser Margaret Briehl Regina Brigelius-Flohe Constance Brinckerhoff David Brindley Jonathan Brody Jacqueline Bromberg Robert Brown Henk Broxterman Ilan Bruchim Bernhard Brune Valerie Brunton Phillip Buckhaults Anuradha Budhu Anne-Laure Bulteau Morten Busk Lesley Butler Stephen Byers Anne-Marie Byrne Giovanna Caderni Qiuyin Cai George Calin Gabriella Calviello Diego Calvisi Diana Campioni Paola Campomenosi Guangwen Cao Shousong Cao Ya Cao Michele Caraglia Michael Carastro Michele Carbone James A. Cardelli Carsten Carlberg Claude Caron de Fromentel Tony Carr Julie Carrier David Carter Julia Carter Beatriz Carvalho Marco Cassatella Pamela Cassidy Zafira Castano Leandro Castellano Russell Cattley Federica Cavallo Jocelyn Ceraline Susan Ceryak Subhankar Chakraborty David Chan Michael Chan Mei-Chi Chang Pi-Ling Chang Shen-Chih Chang Gautam Chaudhuri Leila Chekir Srikumar Chellappan Ceshi Chen Chang-Yan Chen Chen Chen Chi-Ju Chen Fei Chen Guan Chen Haiquan Chen Hung-Ta Chen Jeremy Chen Jian_ping Chen Peng Chen Shiyou Chen Shu-Hsia Chen Wei Chen Yuh-Ling Chen Damodaran Chendil Chun-Wen Cheng Mustapha Cherkaoui Malki Eric Chevet Paola Chiarugi Andy Chien Chor Chim Yick-Pang Ching Sudhakar Chintharlapalli Weihsueh Chiu William Cho Ji-Yeob Choi Shambhunath Choudhary Lise Lotte Christensen David Christiani Christopher Christophi
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 | 0.000 | 0.001 |
| 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) | 0.001 | 0.017 |
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".