Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Ophthalmic Research:Mojtaba Abrishami, Mashhad, IranRoselie Achten, Utrecht, The NetherlandsAniruddha Agarwal, Chandigarh, IndiaKaveh Abri Aghdam, Tehran, IranJorge L. Alio, Alicante, SpainCigdem Altan, Istanbul, TurkeyLou-Ann Andersen, Odense, DenmarkFarkhondeh Asadi, Tehran, IranHuban Atilla, Ankara, TurkeyJinhua Bao, Wenzhou, ChinaJoão Barbosa Breda, Porto, PortugalMaurizio Battaglia Parodi, Milan, ItalyNader Hussein Lotfy Bayoumi, Alexandria, EgyptMichael P. Blair, Chicago, IL, USAQiyu Bo, Shanghai, ChinaMarija Bozic, Beograd, SerbiaGuillaume Butler-Laporte, Montreal, QC, CanadaPedro Camacho, Lisbon, PortugalKai Cao, Beijing, ChinaOsman Cekic, New Haven, CT, USAErkan Çelik, Adapazarı, TurkeyVoraporn Chaikitmongkol, Chiang Mai, ThailandSunita Chaurasia, Hyderabad, IndiaChristos Christakopoulos, Næstved, DenmarkWai Kit Chu, Hong Kong, ChinaLan-Hsin Chuang, Keelung, TaiwanEliana Costanzo, Rome, ItalyRossella D’Aloisio, Chieti, ItalyAnna Dastiridou, Thessaloniki, GreeceSibel Demirel, Ankara, TurkeyFabiana D’Esposito, Naples, ItalyTarek Elhamaky, Benha, EgyptAyman G. Elnahry, Bethesda, MD, USAMichel Farah, São Paulo, BrazilCláudia Farinha, Coimbra, PortugalSepehr Fekrazad, Boston, MA, USAAbraham Flaxman, Seattle, WA, USAJing Fu, Beijing, ChinaAntonio Garcia-Ben, Santiago de Compostela, SpainSunir J. Garg, Philadelphia, PA, USAGus Gazzard, London, UKKhalil Ghasemi Falavajani, Tehran, IranZisis Gkatzioufas, Basel, SwitzerlandMarlies de Graaf, Ács, HungaryMurat Gunay, Trabzon, TurkeyShika Gupta, Delhi, IndiaXiangui He, Shanghai, ChinaYan He, Beijing, ChinaNino Hirnschall, Linz, AustriaYi-Ting Hsieh, Taipei, TaiwanYan-Nian Hui, Shanghai, ChinaYoung Hoon Hwang, Seoul, Republic of KoreaTae Igarashi-Yokoi, Tokyo, JapanMatias Iglicki, Buenos Aires, ArgentinaToshihiro Inoue, Kumamoto, JapanJoseph Irudayaraj, Champaign, IL, USAJin Wook Jeoung, Seoul, Republic of KoreaJiang-Dong Ji, Nanjing, ChinaZi-Bing Jin, Beijing, ChinaXiuming Jin, Hangzhou, ChinaRaju Kaiti, Kathmandu, NepalFabio N. Kanadani, Sao Paulo, BrazilChitra Kannabiran, Hyderabad, IndiaFurkan Kirik, Istanbul, TurkeyShizuka Koh, Osaka, JapanVasileios Konidaris, Leicester, UKMariana Kruger, Stellenbosch, South AfricaTimothy Y.Y. Lai, Hong Kong, ChinaAndrew K.C. Lam, Hong Kong, ChinaJiwoong Lee, Busan, Republic of KoreaImre Lengyel, Belfast, UKEric S. Li, New Haven, CT, USAYuanbo Liang, Wenzhou, ChinaHong Liang Lin, Sendai, JapanYu-Chi Liu, Singapore, SingaporeSam Lockhart, Belfast, UKDmitrii S. Maltsev, St. Petersburg, RussiaAyah Marrie, Giza, EgyptRaeba Mathew, Dubai, United Arab EmiratesBenedicte Merle, Bordeaux, FranceReza Mirshahi, Tehran, IranRenuka Mopuru, Baltimore, MD, USAYuki Morizane, Okayama, JapanShintaro Nakao, Fukuoka, USABernhard Noelle, Kiel, GermanyM. Hossein Nowroozzadeh, Shiraz, IranOgugua Ndubuisi Okonkwo, Lagos, NigeriaJulio Ortega-Usobiaga, Madrid, SpainAbdullah Ozkaya, Istanbul, TurkeyBarbara Parolini, Brescia, ItalyFelipe Pereira, São Paulo, BrazilJack Phu, Sydney, NSW, AustraliaOnur Polat, Bursa, TurkeyS. Rachel, Singapore, SingaporeReza Razaghi, Portland, OR, USAAndri Riau, Singapore, SingaporeHamid Riazi-Esfahani, Tehran, IranMarina Rodriguez-Calvo-de-Mora, Valladolid, SpainVito Romano, Brescia, ItalyMehmet Cem Sabaner, Bilecik, TurkeyKei Shinoda, Saitama, JapanSwati Singh, Hyderabad, IndiaRohan Bir Singh, Boston, MA, USAMohammad Soleimani, Tehran, IranTaeyoon Son, Chicago, IL, USASandra E. Staffieri, Melbourne, VIC, AustraliaZeba Syed, Philadelphia, PA, USAAya Takahashi, Singapore, SingaporeHilal Toprak Tellioglu, Ankara, TurkeySahil Thakur, Singapore, SingaporeNesime Setge Tiskaoglu, Gaziantep, TurkeyFang-Wei Tsao, Cedar Key-Yankeetown, FL, USAYoshihiko Usui, Tokyo, JapanClemens Vass, Vienna, AustriaNienke Veldhuis, Utrecht, The NetherlandsPasquale Viggiano, Bari, ItalyTaku Wakabayashi, Osaka, JapanYining Wang, Tokyo, JapanMinshu Wang, Beijing, ChinaEdward Wylegala, Katowice, PolandJiasong Yang, Changsha Hunan, ChinaTae Keun Yoo, Seoul, Republic of KoreaMin Zhang, Shanghai, ChinaYune Zhao, Wenzhou, China
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.014 | 0.154 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.006 | 0.004 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.015 | 0.008 |
| Open science | 0.004 | 0.007 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.311 | 0.231 |
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; the direct Gemma label and the distilled Codex classifier 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".