Why this work is in the frame
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Bibliographic record
Abstract
A scientific journal exists only because of the good will and assistance of its reviewers. We can only publish approximately 25% of the papers we receive. In order to publish really high-quality papers, we depend on the expertise of many people. In 2022, a total of 344 reviewers provided their expert opinions for us to decide about the papers that we should publish. Their names are listed below and we would like to take this opportunity to thank them. Muhammad Abbas, China Balázs Ádám, Hungary Róza Ádány, Hungary Mathilde Adsersen, Denmark Gunnar Ågren, Sweden Charles Agyemang, Netherlands Johan Åhlen, Sweden Abdulbaghi Ahmad, Sweden Adebisi Akande, Canada Yannis Alamanos, Greece Francois Alla, France Sara Allin, Canada Javier Almela-Baeza, Spain Ridwanul Amin, Sweden Peter Angelopoulos, Greece Johanna Anneser, United States Cigdem Apaydin Kaya, Turkey Ramiz Arabaci, Turkey Benjamin Aretz, Germany David Armstrong, United Kingdom LUCIA ARTAZCOZ, Spain Barbara Artnik, Slovenia Peter Aspinall, United Kingdom Pilar Astier, Spain Bontha Babu, India Sekene Badiaga, France Birna Baldursdottir, Iceland Angelo Barbato, Italy MArtina Barchitta, United States Pepita Barlow, United Kingdom Orna Baron-Epel, Israel Ben Barr, United Kingdom Xavier Bartoll, Spain Sarah Basharat, Pakistan Linda Bell, United Kingdom Johannes Beller, Germany Netta Bentur, Israel Dániel Bereczki, Hungary Lisa Berkman, United States Marriot Bernadette, United States Vesna Bjegovic Mikanovic, Serbia Jonas Björk, Sweden Anders Bjorkman, Sweden Jenni Blomgren, Finland Edwin Boezeman, Netherlands Henrik Bøggild, Denmark Michaël Boissonneault, Netherlands Alexander Bor, Denmark Guilherme Borges, Mexico Alberto Borgetti, United States Jennifer Boyd, United Kingdom Erica Briones-Vozmediano, Spain Óscar Brito Fernandes, Netherlands Corinne Brooks, United States Heather Brown, United Kingdom Laura Brunelli, Italy Anna Bucsics, Austria Alex Burdorf, Netherlands Andrea Buron, Spain Hermann Burr, Germany Bo Burström, Sweden Marcel Buster, Netherlands Noriko Cable, United Kingdom Chiara Cadeddu, Italy Gabriella Cadoni, Italy Timothy Callaghan, United States Cristina Canova, Italy Simon Capewell, United Kingdom Martin Caraher, United Kingdom Margarida Cardoso, Portugal S Carol, United States Ewan Carr, United Kingdom Susan Carr, United Kingdom Pilar Carrasco-Garrido, Spain R Catalano, United States Angela Chang, Denmark Boris Chapoton, France Frank Chesser, United States Jenny Cisneros, Sweden Sheelah Connolly, Ireland Elisabeth Corker, United States Claudia Costa, Portugal Hannah Covert, United States Matty Crone, Netherlands Paolo Crosignani, Italy Carol B. Cunradi, United States Sarah Cuschieri, Malta Shaonong Dang, China Zuzana Dankulincova, Slovakia Mike Daube, Australia Sascha de Breij, Netherlands Pauline de Heer, Netherlands Eline de Heus, Netherlands Judith de Jong, Netherlands Evelyne De Leeuw, Australia alessandro de matteis, United Kingdom Augusto Cesar De Moraes, Brazil Corrado De Vito, Italy DJH Deeg, Netherlands Patricia M. Dekkers-Sánchez, Netherlands Stefaan Demarest, Belgium Evangelia Demou, United Kingdom alexis descatha, France Finn Diderichsen, Denmark Henriëtte Dijkshoorn, Netherlands Charalabos-Markos Dintsios, Germany Kritika Dixit, Nepal Annette J Dobson, Australia Felıcitas Domınguez-Berjon, Spain Dunja Dreesens, Netherlands Ruth Dundas, United Kingdom Xavier Duran, Spain Anna Dzielska, Poland Frida Eek, Sweden Mikael Ekblad, Finland Ola Ekholm, Denmark Anna Mia Ekström, Sweden George Ellison, United Kingdom Leonardo Emberti Gialloreti, Italy Eric Emerson, United Kingdom Erdem Erkoyun, Turkey Miriam Evensen, Norway Michelle Falkenbach, United States Daniel Falkstedt, Sweden Sara Farina, Italy Michael Farrell, Australia Albert Faye, France Ariadna Feliu, Spain Carmine Finelli, Italy Florian Fischer, Germany Pär Flodin, Sweden Carla Fornari, Italy Stefan Fors, Sweden Thomas Fröhlich, Germany Sari Fröjd, Finland karine gallopel-morvan, France Ana Gama, Portugal Thomas Gamsjäger, Austria Heike Garritsen, Netherlands Vijay Gc, United Kingdom Laurent Gerbaud, France Mariette Gerber, France Ali Ghaddar, Spain Delaram Ghodsi, Iran MONICA GIANCOTTI, Italy Katja Gillander Gadin, Sweden Alejandro Gil-Salmerón, United Kingdom Linn Gjersing, Norway Pere Godoy, Spain Rosa Gofin, Israel Unni Gopinathan, Norway Scott Greer, United States Aikaterini Grimani, United States Maria Gualano, Italy C Guijarro, United States Luc Hagenaars , United States Faisal Hakeem, United Kingdom Christian Hakulinen, Finland Torleif Halkjelsvik, Norway Samah Hayek, Israel K Hedna, Sweden N Heinonen, United States Jolyn Hersch, Australia Anders Hjern, Sweden Theodore Holford, United States Zakir Hossin, Sweden H Hoven, Germany Kuo-Cherh Huang, Taiwan D Ivankovic, United States Anant Jani, United Kingdom Staffan Janson, Sweden Leticia Januario, Sweden Bengt Järvholm, Sweden Domantas Jasilionis, Germany Dmitri Jdanov, Germany Junia Joffer, United States T Jörgensen, Denmark Karsten Jørgensen, Denmark Leena Kaila-Kangas, Finland Michelle Kelly Irving, France Carolin Kilian, Germany Kennedy Kipkoech, United States Marte Kjøllesdal, Norway Cecile Knai, United Kingdom AK Knudsen, Norway Sari Kovats, United Kingdom Slawomir Koziel, Poland Alfgeir Kristjansson, Iceland Anton Kunst, Netherlands Sandra Kuntsche, Australia Daniel La Parra-Casado, Spain Carlo La Vecchia, Italy Mikko Laaksonen, Finland Ulrich Laaser, Germany Angela Labberton, Norway Maude Laberge, Canada Tea Lallukka, Finland Paul Lambert, United States Anthony D. LaMontagne, Australia Chris Lane, United States Peter Lansberg, Netherlands Seo Yoon Lee, Korea (the Republic of) Dan Lewer, United Kingdom Alastair Leyland, United Kingdom Giovanna Liuzzo, United States Francesco Longo, Italy E Lothian, United Kingdom Marty Lynch, United Kingdom Ronan Lyons, United Kingdom Georgina MacArthur, United Kingdom Anne MacFarlane, Ireland Anna Macios, United States João Paulo Magalhães, Portugal Manfred Maier, Austria Steven Mann, United Kingdom Tanja Marschall, Germany Joachim Marti, Switzerland Leslie Martin, United States Jolanda Mathijssen, Netherlands Donovan Maust, United States Laia Maynou, United Kingdom Joanna Mazur, Poland Mary McEniry, United States Phil McHale, United Kingdom Martin McKee, United Kingdom Courtney McNamara, Norway Emmanouil Mentzakis, United Kingdom Julien Mercille, United States Ray Merrill, United States Anu Molarius, Sweden Linda Montanari, Portugal Maria Mourão-Carvalhal, Portugal Massimo Mucciardi, Italy Csilla Nagy, Hungary Neetu S. Neetu Abad Abad, United States Davide Negrini, Italy Bertalan Németh, Hungary Melanie Nichols, Australia Suzanne Nielsen, United States Peter Nilsson, Sweden Christiana Nöstlinger, Belgium Mario Cesare Nurchis, Italy S Ofori, United States Leslie Ogilvie, Germany Orkan Okan, Germany Hans Ossebaard, Netherlands Fred Paccaud, Switzerland Antoine Pariente, France Sam Parsons, United States Domenico Pascucci, Italy Julian Perelman, Portugal Pamela Pereyra-Zamora, Spain VLADIMIR PETROVIC, Serbia Isabelle Peytremann-Bridevaux, United States Angelo Maria Pezzullo, Italy H Susan J Picavet, Netherlands Sylvain Pichetti, France Peter Piko, Hungary Tom Platteau, Belgium Thomas Plümper, Austria Andrea Poscia, Italy Valentina Prevolnik Rupel, Slovenia Tina PURNAT, Sweden Pekka Puska, Finland Xun Qi, United States Justina Račaitė, Lithuania Cecilia Radkiewicz, United States Ossi Rahkonen, Finland Syed Rahman, Sweden Francesco Ramponi, Spain Sofia Ravara, Portugal Sarah Reed, United Kingdom Sijmen Reijneveld, Netherlands Rainer Reile, Estonia Grégoire Rey, France Sofia Ribeiro, Portugal Vladimir Rogalewicz, Czech Republic Hana Ross, South Africa Annalisa Rosso, Italy Ameed Saabneh, Israel Henrique Sachse-Bonhof, Netherlands Muhammad Saeed, Pakistan Laura Samuel, United States Miguel San Sebastian, Sweden Fabian Sanchis-Gomar, Spain P Santia, United States Cornelia Santoso, Hungary Ingrid Seinen, Netherlands Mehmet Sukru Sever, Turkey Mohsen Shamsi, Iran (the Islamic Republic of) Wensong Shen, Hong Kong Koichiro Shiba, United States Ilana Shoham-Vardi, Israel Colin Shore, United Kingdom Karri Silventoinen, Finland Florian Slimano, France Maja Sočan, Slovenia Lotti Sofia, Italy Jeppe Karl Sørensen, Denmark Emily South, United Kingdom Gordana Stankovska, United States Kaspar Staub, Switzerland Agnes Stenius-Ayoade, Finland Tom Sterud, Norway Abigail Stevely, United Kingdom Susanne Stolpe, Germany Jack Stone, United States Stefan Storcksdieck genannt Bonsmann, Germany Cosmo Strozza, Denmark Jukka Takala, Finland Dudley Tarlton, United States Nicholas Taylor, Australia Perihan Torun, Turkey Swenne G van den Heuvel, Netherlands J. van der Velden, Netherlands Hans van der Wouden, Netherlands Christel van Dijk, Netherlands Carla van El, Netherlands Marieke van Hoffen, Netherlands Geert van Kemenade, Netherlands Jeroen van Meijgaard, United States Hanna van Solinge, Netherlands Maarten van Wijhe, Denmark Ko van Wouwe, Netherlands Sander van Zon, Netherlands Carine Vande Voorde, Belgium Leonardo Villani, Italy Michal Vinker-Shuster, United States Pekka Virtanen, Finland Sven Voigtländer, Germany David Walsh, United Kingdom Heather Wardle, United States Roger Webb, United Kingdom Dominic Weinberg, Netherlands Dr. H. Gilbert Welch, United States Shicheng Yu, China Virginia Zarulli, Denmark Mateusz Zatonski, United Kingdom Jennifer Zeitlin, France Caixia Zhang, China Pengxiang Zhao, Sweden Cheryl Zlotnick, Israel Irini Zografaki, Greece Corina-Aurelia Zugravu, Romania
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 | 0.028 | 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) | 0.000 | 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 it