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2025· article· en· W7108226151 on OpenAlexaboutno aff

Bibliographic record

VenueJournal of Cataract and Refractive Surgery Online Case Reports · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicEducational Leadership and Practices
Canadian institutionsnot available
Fundersnot available
KeywordsKingdomChinaGovernment (linguistics)

Abstract

fetched live from OpenAlex

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 imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.779
Threshold uncertainty score0.443

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.065
GPT teacher head0.418
Teacher spread0.353 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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