Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for the ongoing support in reviewing manuscripts for Case Reports in Ophthalmology:Asaf Achiron, Tel Aviv, IsraelAlfredo Adán, Barcelona, SpainYoussef Afifi, Brussels, BelgiumKunihiko Akiyama, Tokyo, JapanOscar Daniel Albis-Donado, Queretaro, MexicoRashed Alhabshan, Corpus Christi, TX, USARichard Allen, Houston, TX, USAJ. Fernando Arevalo, Baltimore, MD, USAEliecer Arosemena, Panama, PanamaPenny Asbell, Memphis, TN, USANoy Ashkenazy, Dallas, TX, USAAlbert J. Augustin, Karlsruhe, GermanyGeorgi Balchev, Pleven, BulgariaIrina S. Barequet, Tel Hashomer, IsraelMaurizio Battaglia Parodi, Milano, ItalyOscar Vicente Beaujon, Caracas, VenezuelaItzhak Beiran, Haifa, IsraelMohammed Belmekki, Rabat, MorroccoFranco Benvenuto, Buenos Aires, ArgentinaAbdhish R. Bhavsar, Minneapolis, MN, USAAlexander Arthur Bialasiewicz, Doha, QatarMaria Antonietta Blasi, Rome, ItalyElin Bohman, Stockholm, SwedenMiguel Burnier, Montreal, QC, CanadaEster Carreño, Madrid, SpainJaume Català-Mora, Barcelona, SpainOsman Cekic, New Haven, CT, USAErdem Atalay Cetinkaya, Antalya, TurkeyChandana Chakraborti, Kolkata, IndiaIrini Chatziralli, Athens, GreeceShih-Jen Chen, Taipei, TaiwanArgyrios Chronopoulos, Ludwigshafen, GermanyMaria Vittoria Cicinelli, Milan, ItalySalomon Cohen, Paris, FranceArthur Bernard Cummings, Dublin, IrelandYi Dai, Shanghai, ChinaAdam de la Garza, Atlanta, GA, USAEfstathios T. Detorakis, Heraklion, GreeceFederico Di Staso, Rome, ItalyVivian Paraskevi Douglas, Boston, MA, USARita Ehrlich, Petach Tiqva, IsraelZeinab Saad Eldin El Sanabary, Cairo, EgyptTamer Fahmy Eliwa, Cairo, EgyptSalam Saeb Erakat, Jerusalem, IsraelEvangelina Esposito, Montreal, QC, CanadaCem Evereklioglu, Kayseri, TurkeyDidi Fabian, Ramat Gan, IsraelLucieni Ferraz, Bauru, BrazilMonika Fleckenstein, Salt Lake City, UT, USADavid Fleischman, Chapel Hill, NC, USAIan C. Francis, Sydney, NSW, AustraliaBeatrice Frueh, Bern, SwitzerlandXinxiao Gao, Beijing, ChinaShay Gutfreund, Tel Aviv, IsraelAndrew Harrison, Minneapolis, MN, USAKoji Hirano, Toyota, JapanKenzo Hokazono, Curitiba, BrazilDetlef Holland, Kiel, GermanyDaniel Duck-Jin Hwang, Incheon, Republic of KoreaMatias Iglicki, Buenos Aires, ArgentinaHiroko Imaizumi, Sapporo, JordanYoni Isenberg, Haifa, IsraelVesna Jaksic, Belgrade, SerbiaMohammed Javed Ali, Hyderabad, IndiaHong Jiang, Miami, FL, USASomchai Jongwutiwes, Bangkok, ThailandRaju Kaiti, Kathmandu, NepalAntonia Kartika, Bandung, IndonesiaSatoru Kase, Sapporo, JapanGabriel Katz, Tel Hashomer, IsraelHasan Khan, Mississauga, ON, CanadaHoon Dong Kim, Cheonan, Republic of KoreaMichael Kinori, Ashdod, IsraelKamal Kishore, Peoria, IL, USANaris Kitnarong, Bangkok, ThailandAinat Klein, Tel Aviv, IsraelArtur Klett, Tallinn, EstoniaVinod Kumar, New Delhi, IndiaKshitiz Kumar, Kolkata, IndiaSentaro Kusuhara, Kobe, JapanSimona Lattanzi, Ancona, ItalyPatrick Lavin, Nashville, TN, USAAndrew G. Lee, Houston, TX, USAEliya Levinger, Tel Aviv, IsraelLior Lipsky, Palmerston North, New ZealandCody Lo, Vancouver, BC, CanadaGregorio Lo Giudice, Palermo, ItalyMarco Lupidi, Ancona, ItalyAlessandro Magnasco, Genoa, ItalyMaria Manquez Hatta, Santiago, ChileAhmad Mansour, Beirut, LebanonSamuel Masket, Venice, LA, USAKimble Matos, Sao Paulo, BrazilFeliciana Menna, Lugano, SwitzerlandAndrea Mermoud, Lausanne, SwitzerlandCarsten H. Meyer, Davos, SwitzerlandDaphna Mezad- Koursh, Tel Aviv, IsraelMaterin Miguel, Durham, NC, USAJamil Miguel-Neto, Goiânia, BrazilNeil Miller, Baltimore, MD, USAYasha Modi, Cleveland, OH, USAElad Moisseiev, Tel Aviv, IsraelAna Filipa Moleiro, Porto, PortugalSandra Montezuma, Minneapolis, MN, USASotaro Mori, Kobe, JapanMajid Moshirfar, Salt Lake City, UT, USATimothy G. Murray, Miami, FL, USAHossein Nazari, Minneapolis, MN, USAHadas Newman, Tel Aviv, IsraelSimona Delia Nicoara, Cluj-Napoca, RomaniaKentaro Nishida, Suita, JapanAvi Ohayon, Tel-Aviv, IsraelAkio Oishi, Nagasaki, JapanErnesto Otero Leongómez, Bogota, ColombiaDusica Pahor, Maribor, SloveniaSandeep Pal, Chitrakoot, IndiaNimesh A. Patel, Miami, FL, USAYael Pauker Sharon, Petach Tikva, IsraelConstantinos Petsoglou, Sydney, NSW, AustraliaRaimonda Pikinienė, Kaunas, LithuaniaHugo Quiroz-Mercado, Mexico City, MexicoRony Rachmiel, Tel Aviv, IsraelNishant Radke, Shenzhen, ChinaChristolyn Raj, Sydney, NSW, AustraliaPrithvi Ramtohul, Marseille, FrancePukhraj Rishi, Omaha, NE, USARosa Maria Romero, Mexico City, MexicoBoris Rosin, Pittsburgh, PA, USAAllan E. Rubenstein, New York, NY, USAAli Osman Saatci, Izmir, TurkeyAliakbar Saber Moghaddam Ranjbar, Mashhad, IranTsugihisa Sasaki, Fukui, JapanMaria Carmela Saturno, Rome, ItalyMarisa Schoen, Los Angeles, CA, USAShulamit Schwartz, Tel Aviv, IsraelRoy Schwartz, London, UKShervin Sharifkashani, Tehran, IranSavitri Sharma, Hyderabad, IndiaKei Shinoda, Iruma-Gun, JapanAnupam Singh, New Delhi, IndiaShiri Soudry, Haifa, IsraelOriel Spierer, Tel Aviv, IsraelPhilip Stanley, Singapore, SingaporeKirk A.J. Stephenson, Dublin, IrelandGangadhara Sundar, Singapore, SingaporeSameeksha Tadepalli, Hyderabad, IndiaYasuhiro Takahashi, Aichi, JapanLee Teak Tan, Chelmsford, UKHirotaka Tanabe, Yokkaichi, JapanRodrigo Martín Torres, Colonia Avellaneda, ArgentinaElias I. Traboulsi, Cleveland, OH, USAVan Ann Tran, Chicago, IL, USAMudit Tyagi, Hyderabad, IndiaSteffen Valckenberg, Salt Lake City, UT, USADiego Valera-Cornejo, Santiago de Querétaro, MexicoAlicia Valverde-Megias, Madrid, SpainDavid Varssano, Tel Aviv, IsraelPradeep Venketesh, New Delhi, IndiaAroucha Vickers, Las Vegas, NV, USAMichael Waisbourd, Tel-Aviv, IsraelSebastian Waldstein, Mistelbach, AustriaAdam Wylegala, Katowice, PolandTeiji Yagasaki, Ichinomiya, JapanDinah Zur, Tel Aviv, Israel
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 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 | 0.187 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.006 | 0.003 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.014 | 0.009 |
| Open science | 0.004 | 0.007 |
| Research integrity | 0.006 | 0.007 |
| Insufficient payload (model declined to judge) | 0.296 | 0.191 |
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 source (direct Gemma or distilled Codex), 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".