Bibliographic record
Abstract
The Editorial Board thanks the following scientific referees for contributing their time and expertise to review manuscripts for the JCRO from October 2024 through September 2025. Khaled Ahmed Abdelaty, MD, FRCS Ed, Riyadh, Saudi Arabia Mohamed Naved Abdul Karim, FRCS, Bangor, United Kingdom Edorardo Abed, MD, Forlì, Italy Hashem Abu Serhan, MD, Doha, Qatar Luis Abegão Pinto, MD, PhD, Lisbon, Portugal Sunita Agarwal, DO, MS, FRSH, Bangalore, India Apoorva Agrawal, MBBS, DNB, Delhi, India Shishir Agarwal, MS, DNB, FRCS, MRCOphth, Meerut, India Rana Altan-Yaycioglu, MD, FEBO, Adana, Turkey Michael Amon, MD, Vienna, Austria Evgenia Anikina, MA(Cantab), MB BChir, FRCOphth, Reading, United Kingdom Anvesh Annadanam, MD, Reading, United Kingdom Juan G. Arbelaez, MD, Muscat, Oman Alfonso Arias-Puente, MD, PhD, FEBOphth, Madrid, Spain Steve A. Arshinoff, MD, FRCSC, Toronto, Ontario, Canada Ahmed H. Assaf, MD, FRCSEd, MD, Cairo, Egypt Ehud I. Assia, MD, Kfar-Saba, Israel Huban Atilla, MD, Ankara, Turkey Fahri Onur Aydın, MD, Istanbul, Turkey Gordon Balazsi, MDCM, Mount-Royal, Quebec, Canada Roberto Bellucci, MD, Saló, Italy Rafael Bilbao-Calabuig, MD, Madrid, Spain Maja Bohac, PhD, Zagreb, Croatia Camille Bosc, MD, Nantes, France Massimo Busin, MD, Forli, Italy Sergio Canabrava, MD, Belo Horizonte, Brazil Alfredo Castillo-Gomez, PhD, Madrid, Spain Yodpong Chantarasorn, MD, Bangkok, Thailand Soon-Phaik Chee, FRCS(G), FRCOphth(UK), FRCS(Ed), Singapore Joseph Christenbury, MD, FACS, Atlanta, Georgia Charles Cohn, MD, Fredericksburg, Texas Esmeralda Costa, MD, Belo Horizonte, Brazil Ying Cui, MD, Beijing, China Nizar Din, MBBS, BSc (Hons), FRCOphth, London, United Kingdom Mohammad Reza Djodeyre, MD, PhD, Zaragoza, Spain Juan A. Duran de la Colina, MD, Bilbao, Spain Nasrine Anais El Salloukh, MD, Cleveland, Ohio Luis Fernández-Vega-Cueto, MD, PhD, Oviedo, Spain Nicole Renee Fram, MD, Los Angeles, California Colin Gallagher, MD, Colorado Springs, Colorado Sri Ganesh, MBBS, MS, DNB, Bangalore, India Damien Gatinel, MD, PhD, Paris, France Matthew Goren, MD, Chicago, Illinois Erich Groos, MD, Nashville, Tennessee Christina N. Grupcheva, MD, PhD, DSc, Varna, Bulgaria José L. Güell, Barcelona, Spain Oscar Guerrero Berger, MD, Mexico City, Mexico Surya Gupta, MD, Calcutta, India Bassel Hammoud, MD, MS, Cleveland, Ohio Daniel M. Handzel, MD, FEBO, Fulda, Germany Ken Hayashi, MD, Fukuoka City, Japan Matthew Henderson, MD, Cleveland, Ohio Gary S. Hirshfield, MD, Fresh Meadows, New York Richard Hoffman, MD, Eugene, Oregon Arjan S. Hura, MD, Cincinnati, Ohio Guy Kleinmann, MD, Holon, Israel Thomas Kohnen, MD, PhD, FEBO, Frankfurt, Germany Florian Kretz, MD, Ahaus, Germany Richard L. Lindstrom, MD, Bloomington, Minnesota Adriana Falcão Lyra, MD, Recife, Brazil Jeffrey Ma, MD, Sacramento, California Kevin Ma, MD, Sacramento, California Boris E. Malyugin, MD, PhD, Los Angeles, California Niraj Mandal, MBChB, FEBO, FRCOphth, Belfast, United Kingdom Bita Manzouri, MBBS, FRCOphth, PhD, Romford, United Kingdom Jordan Margo, MD, Morganton, North Carolina Antonio Marinho, MD, Porto, Portugal Artemis Matsou, MD, FEBO, MRCP (UK), East Grinstead, United Kingdom Colm McAlinden, MD, PhD, FEBO, FRCOphth, London, United Kingdom Kevin M. Miller, MD, Los Angeles, California Michael Mimouni, MD, Haifa, Israel Isa Mohammed, MD, Baltimore, Maryland Saam Mojtahed, MD, Cleveland, Ohio Tiago Monteiro, MD, FEBO, FEBOS-CR, Porto, Portugal Jonathan E. Moore, FRCOphth, PhD, Belfast, United Kingdom Majid Moshirfar, MD, Draper, Utah Achyut N. Mukherjee, FRCOphth, Colchester, United Kingdom Austin Nakatsuka, MD, Salt Lake City, Utah Mayank Nanavaty, MBBS, DO, FRCOphth, Brighton, United Kingdom Sorcha S. Ni Dhubhghaill, PhD, Antwerp, Belgium Eytan Nov, MD, Kfar-Saba, Israel Rudy M. Nuijts, MD, PhD, Maastricht, the Netherlands Godwin S. Okye, MD, PhD, Nkpor, Nigeria Julio Ortega-Usobiaga, MD, PhD, FEBOS-CR, Bilbao, Spain Richard B. Packard, MD, FRCS, FRCOphth, FEBOS-CR, Bracknell, United Kingdom Seth M. Pantanelli, MD, MS, Hershey, Pennsylvania Sheel Patel, MD, Cleveland, Ohio Julia Rosdahl, MD, PhD, Durham, North Carolina Paul Rosen, MD, Oxford, United Kingdom Ahmed Samir, MD, Jeddah, Saudi Arabia Giacomo Savini, MD, Rome, Italy Molly Snider, MD, Cleveland, Ohio Stephen A. Stewart, MA, FRCOphth, Belfast, United Kingdom Bianca N. Susanna, MD, Sorocaba, Brazil Suphi Taneri, MD, FEBOS-CR, Munich, Germany Angelo P. Tanna, MD, Chicago, Illinois Safwan Tayeb, MD, Cleveland, Ohio Richard D. Ten Hulzen, MD, Jacksonville, Florida Yokrat Ton, MD, Kfar-Saba, Israel Adanna Udeh, MD, Cleveland, Ohio Obinna Ugwuegbu, MD, Cleveland, Ohio Rasik B. Vajpayee, MBBS, MS, FRCSEd, FRANZCO, Melbourne, Victoria, Australia Vaishali Vasavada, MD, Ahmedabad, India Paula Verdaguer, MD, PhD, Barcelona, Spain Georg Waring IV, MD, Mt. Pleasant, South Carolina Liliana Werner, MD, PhD, Salt Lake City, Utah Shirley Z. Wum MD, MS, Cleveland, Ohio Diego Zamora-de la Cruz, MD, Ciudad de Mexico, Mexico Angela Y. Zhu, MD, Toronto, Ontario, Canada
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 | 0.003 | 0.004 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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; a candidate call from one teacher head, not a consensus.
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".