Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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
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 | 0.001 | 0.001 |
| 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) | 0.002 | 0.003 |
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