Thank you to reviewers
Notice bibliographique
Résumé
A scientific journal exists because of the good will and assistance of its reviewers, who generously contribute their time and knowledge. As a journal, we can only publish approximately 25% of the papers we receive. In order to publish high-quality papers, we depend on the expertise and recommendations of the reviewers. In 2024, a total of 423 reviewers provided their expert opinions to guide our editorial decisions. We would like to take this opportunity to thank each of our reviewers, as listed below: Adawi Mohsen Abdu, Saudi Arabia Enrique Acosta, Spain Tim Adair, Australia Charles Agyemang, Netherlands Saeed Akhtar, Kuwait Seif Alabri, Oman Barrak Alahmad, United States Lubna Al-Ariqi, Saudi Arabia Tit Albreht, Slovenia Gedefaw Alen, Australia Hamzeh Alipour, United States François Alla, France Melody Almroth, Sweden Carlotta Amantea, United States Ingelise Andersen, Denmark Nick Andrews, United Kingdom Thomas Anker, United Kingdom Cigdem Apaydin Kaya, Turkey Franklin Apfel, United Kingdom Bénédicte Apouey, France Ramiz Arabaci, Turkey Emilia Aragon de Leon, Denmark Fatime Arenliu Qosaj, Albania Lucia Artazcoz, Spain Rahel Asefa, United States Asokan Asokan GV, Bahrain Giovanni Aulino, Italy Philippe Autier, France Eileen Avery, United States Ileana Baldi, Italy Birna Baldursdottir, Iceland Zakaria Bameri, United States Helen Banks, Italy Devendra Bansal, Qatar Amrit Banstola, United Kingdom Tom Baranowski, United States José Augusto Barreto Filho, Brazil Arne Bathke, Austria Latifa Baynouna AlKetbi, United Arab Emirates Julien Beauté, Sweden Flavia Beccia, Italy Jasper Been, Netherlands Deepak Kumar Behera, Viet Nam Ana Belmonte, Spain Sherihane Bensemmane, Belgium Carla Berg, United States Anke Bergmann, Germany Merita Berisha, Albania Praveen Kumar Bharti, United States Prerna Bhasin, India Alison Bish, United Kingdom Jonas Björk, Sweden Ingunn Bjornsdottir, Denmark Mary Black, United Kingdom Vendula Blaya-Nováková, Spain Jenni Blomgren, Finland Dannel Boatman, United States Aurélie Bocquier, France Claire Boone, Canada Karen Maria Borg, Malta Rikke Borg, Denmark Lisa Bornscheuer, Sweden Isabelle Bos, Netherlands Guillem Bosch Duran, United States Marwân-al-Qays Bousmah, France Maria Piedade Brandão, Portugal Joao Breda, Greece Elizabeth Breeze, United Kingdom Sven Bremberg, Sweden Giovanni Leonardo Briganti, Italy Oscar Brück, Finland Laura Brunelli, Italy Silvio Brusaferro, Italy Duncan Buchanan, United States Alex Burdorf, Netherlands Howard Burkom, United States Bo Burström, Sweden Stefan Buttigieg, Malta Stephan Buttigieg, United States Chiara Cadeddu, Netherlands Tomaž Čakš, Slovenia Alec Cali, Netherlands Sharon Campbell, United States Pablo Campos-Garzon, Spain Margarida Cardoso, Portugal Francesco Andrea Causio, Italy Andrea Causio, Italy Yue-Fang Chang, United States Mafaten Chaouali, United States Janine Charnley, Australia Elisabetta Chellini, Italy Kong-Tong Chen, Taiwan Geneviève Chêne, France Nain-Feng Chu, Taiwan Tom Clemens, United Kingdom of Great Britain and Northern Ireland Sheelah Connolly, Ireland Claudia Costa, Portugal Peter Croft, United Kingdom Paolo Crosignani, Italy Bruno da Costa, Brazil Shaonong Dang, China Mike Daube, Australia Asli Davas, Turkey Pauline de Heer, Netherlands Harry de Koning, Netherlands Elise de La Rochebrochard, France Augusto Cesar De Moraes, Brazil Bertrand de Neuville, France Corrado De Vito, Italy Chiara de Waure, Italy Ulrik Deding, Denmark DJH Deeg, Netherlands Claire Demiot, France Evangelia Demou, United Kingdom Sarah Denford, United Kingdom Alina Denham, United States Sevgi Deniz Doğan, Turkey Alexis Descatha, France Annabel Desgrées du Loû, France Marcello Di Pumpo, Italy Julio Diaz, Spain Finn Diderichsen, Denmark Henriëtte Dijkshoorn, Netherlands Dragana Dimitrijevic, United States Annette J Dobson, Australia David Doku, Ghana Laia Domingo, Spain Felıcitas Domınguez-Berjon, Spain Anne Doyle, Ireland Julie Dreier, Denmark Thomas Drivsholm, Denmark Frida Eek, Sweden Rabie El Arab, Saudi Arabia Habida Elachola, United States Marie Eliasen, Denmark Mubarak ELkarsani, United States Joost Enzing, Netherlands Saffet Erdoğan, Turkey Erdem Erkoyun, Turkey Bernabe Escober Perez, Spain Olivier Ethgen, Belgium Fabrice Etile, France Petra Fadgyas-Freyler PhD, Hungary Eliane Faria, Brazil Sara Farina, Italy Christina Fastl, Austria Daniel Feikin, Switzerland Nihad Fejzic, Bosnia and Herzegovina Gianluigi Ferrante, Italy Tommaso Filippini, Italy Carmine Finelli, Italy Patricia Fitzpatrick, Ireland Peter Flach, Netherlands Anders Foldspang, Denmark Valter Fonseca, Greece Joan Font, United Kingdom Leena Forma, Finland Stefan Fors, Sweden Rosemary Frasso, United States Judith Fuchs, Germany Florentina Furtunescu, Romania Gauden Galea, Denmark Artur Galimov, United States Mandy Geise, Netherlands Laurent Gerbaud, France Krisztina Gero, United States Ramy Ghazy, Saudi Arabia Alejandro Gil-Salmerón, Spain Thordis Gisladottir, Iceland Rosa Gofin, Israel Léontine Goldzahl, France Esther Golnabi, United States Evangelia Grammatikaki, Greece Scott Greer, United States Pavel Grigoriev, Germany Matthew Groenewold, United States Wei Gu, Luxembourg Montserrat Guillen, Spain Faisal Hafeez, Pakistan Carita Håkansson, Sweden Kai Haldre, Estonia Anne Hammarström, Sweden Huiju Han, China Mark Hann, United Kingdom Guang Hao, China Rannveig Hart, Norway Jieyu He, China Jenny Head, United Kingdom Gunnel Hensing, Sweden Lucinda Hiam, United Kingdom Lenka Hodacova, Czech Republic Theodore Holford, United States Anna-Clara Hollander, Sweden Bjorn Holstein, Denmark Mark Horowitz, United Kingdom Hanno Hoven, Germany Candice Howarth, United Kingdom Amanda Howe, United Kingdom David Hu, United States Cheng-Yang Hu, China Lihong Hu, United States Hai Hu, China Caroline Huas, France Juliette Hussey, Ireland Katherine Ianni, United States Ivo Iavicoli, Italy Isabel Iguacel, Spain David Ingleby, Netherlands Paul Isenman, United States Georgi Iskrov, Bulgaria Josephine Jackisch, Switzerland Kinga Janik-Koncewicz, Poland Urban Janlert, Sweden Staffan Janson, Sweden Asko Järvinen, Finland Domantas Jasilionis, Germany Magnus Johansson, Sweden Olalekan John, United States Karsten Jørgensen, Denmark Heather Joshi, United Kingdom Mojca Juricic, Slovenia Marja Jylhä, Finland M Kakizaki, Japan James Kang, United Kingdom Ghazi kayali, United Arab Emirates Lital Keinan-Boker, Israel Myriam Khlat, France Katarzyna Kissimova-Skarbek, Poland Marte Kjøllesdal, Norway Chiori Kodama, Egypt Barbara Kondilis, Greece Kaarina Korhonen, Finland Zsigmond Kosa, United States ipek köse tosunöz, United States Shafi koya, Egypt Gloria Krahn, United States Lindy Kregting, Netherlands Alfgeir Kristjansson, Iceland Thomas Kühlein, Germany Tilman Kühn, Austria Christina N Kyriakos, United Kingdom Carlo La Vecchia, Italy Carina Ladeira, Portugal Taavi Lai, Estonia Outi Lapatto-Reiniluoto, Finland Elin Larsson, Sweden Taina Leinonen, Finland Karina Leksy, Poland Giovanni Leonardi, United Kingdom Tinne Lernout, Belgium Rüdiger Leutgeb, Germany Yi Liang, China Ulrik Lidwall, Sweden Pelle Lindqvist, United States Yihai Liu, China Yan Liu, Japan Daniel Lüdecke, Germany Birca Ludmila, Moldova Julia Lynch, United States Heidi Lyshol, Norway Morag MacKay, United States David Madden, Ireland Els Maeckelberghe, Netherlands João Paulo Magalhães, Portugal Eman Mahfouz, Egypt Barbara Mahon, United States Vittorio Maio, United States Elfatih Malik, United States Sierk Marbus, Netherlands Otilia Mårdh, Sweden Marco Mariani, Italy Leslie Martin, United States Homero Martínez, Canada Miguel Martín-Matillas, Spain Edgar Maydana, Spain David McKee, United Kingdom Sally McManus, United Kingdom Enkeleint Aggelos Mechili, Albania Maria Melchior, France Inés Mesa Eguiagaray, United Kingdom Masanari Minamitani, Japan Anu Molarius, Sweden Joyce Molenaar, Netherlands Graham Moore, United Kingdom Ian Morgan, Australia Damon Morris, United Kingdom Hanns Moshammer, Austria Maria Mourão-Carvalhal, Portugal Antons Mozalevskis, Denmark Yuichi MURAKI, Japan Mario Muselli, Italy Thanos Myloneros, Greece Julia Nakamura, Canada Ndeindo Ndeikoundam Ngangro, Sweden Rachel Neale, Australia Lola Neufcourt, France Roy Nielsen, Norway Peter Nilsson, Sweden Zary Nokhodian, Iran Moritz Oberndorfer, Finland Lazarus Odeny, United States Gaëlle Oka, France Flora Or, United States Mark Oremus, Canada Olof Östergren, Sweden Snezhanka Ovcharova-Krachunova, United States Simon Øverland, Norway Hilal Özcebe, Turkey Manuel Pabón-Carrasco, Spain Joseph Palamar, United States Nikola Panic, United States Dimitra Panteli, Germany M. Isabel Pasarín, Spain Domenico Pascucci, Italy Roberta Pastorino, Italy Jacob Pedersen, Denmark Sergio Perelman, Belgium Sophie Peter, Germany Angelo Maria Pezzullo, Italy Sylvain Pichetti, France Peter Piko, Hungary Denise Pires Marafon, Italy Olga Poluektova, Italy Anu Polvinen, Finland Esteban Porrini, United States Irene Possenti, Italy Ivan Pristas, Croatia Rui Qi, China Jjiabi Qin, China Ossi Rahkonen, Finland Rachel Rahman, United Kingdom Svein Rasmussen, Norway Melissa Raven, Australia Caitlin Reid, United Kingdom Sijmen Reijneveld, Netherlands Wendy Rodenburg, Netherlands Max Rohrbacher, Germany Carlos Rojas-Roque, United Kingdom Celine Rooze, Netherlands Aldo Rosano, Italy Alexandre Rossignol, United States Olivier Rubin, Denmark Nicolas Ruesch, Germany Katharina Runge, Netherlands Maria Sala, Spain Juliana Salgado Raffaeli, Brazil Aurelien Sallin, Switzerland Anne-Laure Samson, United States Romina Saucedo Araujo, Spain Karen Saylors, United States Mandy Schulz, Germany Nienke Schutte, Belgium Mathilde Sengoelge, Sweden Sharmin Shabnam, United Kingdom Samir Shah, United States Orjola Shahaj, Czech Republic Richard Shaw, United Kingdom Mahdi Sheik, United States Ilana Shoham-Vardi, Israel Ruth Simmons, United Kingdom Sandra Claire Slesinski, Germany Anthony Staines, Ireland Tanja Stamm, Austria Denes Stefler, United Kingdom Michael Stucki, Switzerland David Stuckler, Italy Jun Sugihara, Japan Sakari Suominen, Finland Viera Švihrová, Slovenia SZYMON SZEMIK, Poland Cristina Taddei, United Kingdom Ilona Tamutiene, Lithuania Judy Tan, United States Erik Teunissen, Netherlands Wendy Thompson, United States Sally Thorne, Canada Marianne Tönnessen, Norway Liv Torheim, Norway Nuria Torner, Spain Perihan Torun, Turkey Eni Tresa, Netherlands Meltem Tuna, Canada Olav Tveit, Norway Trygve Ugland, Canada Heini Vaisanen, France Alexander Valkov, Bulgaria Angelica Valz Gris, Italy Paul Bastiaan van der Nat, Netherlands Koos van der Velden, Netherlands Christel van Dijk, Netherlands Coen van Gool, Netherlands Ko van Wouwe, Netherlands Orsolya Varga, Hungary Arturo Vargas Bustamante, United States Alejandro Vásquez-Echeverría, United States Veronica Velasco, Italy bruno ventelou, France Robert Verheij, Netherlands Massimo Vicentini, United States Serena Vigezzi, Denmark Leonardo Villani, Italy Pekka Virtanen, Finland Chi Quynh Vo, Norway Beate Völker, Netherlands Daisy Volmer, Estonia Sebastian von Schreeb, United States Ursula Wagner, United States Long Wang, China Ranjit Warrier, United States Jacques Wels, United Kingdom Maria Wessman, Denmark Selam Woldemariam, Austria Biao Xu, China Andreas Xyrichis, United Kingdom Diego Yacamán Méndez, Sweden Rajpal Yadav, India Liyong Yuan, United States Paola Zaninotto, United Kingdom Ángel R. Zapata-Moya, Spain Virginia Zarulli, Denmark Chunyu Zheng, United Kingdom Manhua Zhu, United States Marzena Zielinska, United States
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,066 | 0,471 |
| Méta-épidémiologie (sens strict) | 0,004 | 0,002 |
| Méta-épidémiologie (sens large) | 0,006 | 0,004 |
| Bibliométrie | 0,009 | 0,006 |
| Études des sciences et des technologies | 0,007 | 0,004 |
| Communication savante | 0,026 | 0,015 |
| Science ouverte | 0,006 | 0,007 |
| Intégrité de la recherche | 0,014 | 0,013 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,143 | 0,163 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».