Bibliographic record
Abstract
The IJDV Editorial Office thanks the following reviewers for their contributions in 2022. Diego Abbenante, Italy Heba Ahmed Abdelkader, Egypt Afroz Abidi, India Aqeel Ahmad, China Fadwa Ahmed, United States Buenos Airesm, Argentina Hasan Aksoy, Turkey Emine Tugba Alatas, Turkey Henrietta Albela, Malaysia A. Alió Saenz, United States Hiram de, Almeida Jr, Germany Elliot J. Androphy, United States Alexsandra Apolinario, United States Juliana Alvarez Argote, United States Parul Arora, India Haudrey Assier, France Gianluca Avallone, Italy Ritasman Baisya, India Manas Bajpai, India F. Balieva, Norway Nagham Bazzi, Lebanon Yemima Berman, United States Dario Bertossi, Italy M. Beylot-Barry, France Dibyendu Bikash Bhanja, India Xin-Ling Bi, China C sar Bimbi, Brazil Mattheos Bobos, Greece Gadi Borkow, Israel Ecem Bostan, Turkey Vlaho Brailo, Croatia Martina Burlando, Italy Monica Butnariu, Italy Miguel Ángel Cáceres-Durán, Brazil Francesca Caroppo, Italy Chiara Castellani, Italy Gerardo Cazzato, Italy Sumeyya Deniz Celik, Turkey Sreelakshmi Chaganti, India Wei-Ti Chen, China B. R. Chrcanovic, Sweden Clara Dees, Germany Yong-Qiong Deng, China Zhi-Li Deng, China Marsha DeSmet, United States Alessandro Di Stefani, Italy Adrian Diago, Spain Mario Diplomatico, Italy Marian Dmochowski, Poland Juan Du, China Mitesh Dwivedi, India Ahmed Elbarbary, Egypt Mohammed Abu El-Hamd, Egypt Rania El-Husseiny, Egypt Mohamed El-Komy, Egypt Esra Ercan, Turkey A. Estbanez, Spain Farshid Etaee, United States Olanrewaju Falodun, Nigeria Yi-Ming Fan, China Mohammad Fararouei, Islamic Republic of Iran Carmen Ibrahim Farid, Egypt Navarro-Triviño F. J., Spain Yasuyuki Fujita, Japan Miguel Fernando García-Gil, Spain Shounak Ghosh, India Sebastian Gnat, Poland Amr Gohar, Egypt João Renato Vianna Gontijo, Brazil Alejandro A. Gru, United States Nicholas Gulati, United States Zheng-Tuan Guo, China Rahul Gupta, India Relesh Kumar Gupta, India Bharat Gurnani, India L. D. Gutierrez-Casta eda, Colombia Adawiya J. Haider, Iraq Caroline Halverstam, United States Yan Han, China Veysel S. Hancer, United States Shane Hanley, United States Christopher B. Hansen, United States Jason E. Hawkes, United States Yuko Higashi, Japan Yohei Hirai, Japan Noriyasu Hirasawa, Japan Mozammel Hossain, Bangladesh Matthew Hrin, United States Albert Huho, United States Nazim Husain, India Sarah Ibrahim, Egypt Shigeki Inui, Japan Demetrios Ioannides, Greece Akif İşlek, Turkey Hiroaki Iwata, Japan Helena Iznardo, Spain Rossana Izzetti, Italy Fatemeh Jafarian, Canada Yong-Liang Jia, China Qing-Qing Jiao, China Dan-Rong Jing, China Tejas P. Joshi, United States Govind B. Kanakasetty, India Naoko Kanda, Japan Jean Kanitakis, France Mojtaba Keikha, Islamic Republic of Iran Mahlatse Kgokolo, South Africa Shrook A. Khashaba, Egypt Fathia KHATTAB, Egypt Dimitra Kiritsi, Germany Ayca Kocaaga, Turkey Hui Kong, China Nektarios Koufopoulos, Greece Bhushan Kumar, India Gurinder Kumar, United States Vijay Kumar, Australia Yu Lai, China David I. Leavesley, Australia Mark G. Lebwohl, United States Griffin Lentsch, United States Cheng-Rang Li, China Cheng-Xin Li, China Dong-Mei Li, United States Meng Li, China Qing-Feng Li, China Xin-Yu Li, China Guo-Yang Liao, China Gaetano Licata, Italy Jing Liu, China Na Liu, China Xiao-Yan Liu, China Zhao Liu, China C. Bulai Livideanu, France Fu-Quan Long, China Louise Lönndahl, Sweden Sandra López-Verdín, Mexico Qian-Jin Lu, China Di-Qing Luo, China Lin Ma, China Sunanda Arun Mahajan, India Mao-Qiang Man, United States Antonia Mancuso, Italy J. Marcoval, Spain C. R. Martins, United States F. Martora, Italy Cesare Massone, Austria Mehmet Melikoglu, Turkey Massimo Milani, Italy Kerry E. Mills, Australia Richard J. Miron, United States Debdeep Mitra, India Denis Miyashiro, Brazil Rania M. Mogawer, Egypt Pakinam I. N. Mostafa, Egypt Kiran Motaparthi, United States Hendrick Motswaledi, South Africa Qi-Ri Mu, China Sabha Mushtaq, India Maryam Nasimi, Islamic Republic of Iran G. Nazzaro, Italy Chau Yee Ng, China Hao Trong Nguyen, Vietnam Lula María Nieto-Benito, Spain Lennart Nilsson, Sweden Hiroki Nishiwaki, Japan Roman Nowicki, Poland J. Ocampo-Candiani, Mexico Charles Newton Odongo, Uganda Niels Ødum, Denmark Vivek Pant, Nepal Annalisa Patrizi, Italy Sandra Peternel, Croatia C. Pindado-Ortega, Spain Jaime Piquero-Casals, Spain Kowsar Qaderi, Islamic Republic of Iran Lei Qiang, China Li-Wei Ran, China Hamid Rashedi, Islamic Republic of Iran Santoshdev Pitamber Rathod, India Antonia Reimer-Taschenbrecker, United States Matteo Riccò, Italy Pankaj Rohilla, United States M. Romagnuolo, Italy Maurizio Romagnuolo, Italy Adriana Rusu, Romania Ali Saffaei, Islamic Republic of Iran Jose Antonio Sanches, Brazil Luca Schneller-Pavelescu, Spain Anne Schoenmakers, Netherlands Jan W. Schoones, Netherlands Mahendran Sekar, Malaysia Alvise Sernicola, Italy Yohya Shigehara, Japan Leandro Silva, Portugal Kitipong Soontrapa, Thailand Salvatore Sorrenti, Italy Yuttana Srinoulprasert, Thailand Luca Stingeni, Italy Makoto Sugaya, Japan Qiu-Ning Sun, China Soshi Takahashi, Japan Brian Tian, Singapore Daniele Torchia, United Kingdom Shalini Trivedi, India Ümit Türsen, Turkey Massimo Tusconi, Italy Francisco Urbina, Chile Mario Valenti, Italy Stefano Veraldi, Italy Damini Verma, United States Didik Wahyudi, United States Carlos Wambier, United States Chia-Chen Wang, China Fei Wang, China Hong-Sheng Wang, China Qiang Wang, China Qian-Qiu Wang, China Yan Wang, China Zhi-Chao Wang, China NL Ward, United States Cindy Wassef, United States Hai-Wei Wu, China Jian-Qiang Wu, China Yu-Hung Wu, China Ping Xia, China Yu-Min Xia, China Ke-Xiang Yan, China Ji Yang, China Liu Yang, China Derya Yapar, Turkey Agustina Zaka, Italy Elisa Zavattaro, Italy Wagaye Alemu Zenebe, Ethiopia Hong-Liang Zhang, China Li-Hua Zhang, China Nan-Yang Zhang, China Wei Zhang, China Yang Zhao, China He-Ping Zheng, China Lian-Sheng Zhong, China Bing-Rong Zhou, China Liang-Jia Zhou, China
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 | 0.000 |
| 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) | 0.001 | 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; 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".