Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Case Reports in Gastroenterology:Yasuhiko Abe, Yamagata, JapanSajjad Ahmadpour, Urmia, IranMonjur Ahmed, Philadelphia, PA, USATetsuo Ajiki, Kobe, JapanSami Akbulut, Malatya, TurkeyAhmad Mahmoud Alkashash, Boston, MA, USAIbraheem M. Alkhawaldeh, Al-Karak, JordanMohammad Saydul Aman, Dhaka, BangladeshJorge Amil Dias, Porto, PortugalShamsuddin Anwar, Staten Island, NY, USAMaria Costanza Aquilano, Milan, ItalyMarianna Arvanitakis, Brussels, BelgiumAbolfazl Avan, London, CanadaAsfar S. Azmi, Detroit, MI, USANaganath Babu, Chennai, IndiaLovenish Bains, Delhi, IndiaAjay Sudhir Bale, Bengaluru, IndiaKanat Batyrbekov, Astana, KazakhstanSergio Bazaga, Barcelona, SpainLinda Beenet, Los Angeles, CA, USAShomron Ben-Horin, Ramat Gan, IsraelRicha Bhardwaj, St. Louis, MO, USAKeyur D. Bhatt, Mehsana, IndiaAndrea Boccatonda, Bentivoglio, ItalyGiuseppe Brisinda, Rome, ItalyArmando Carvalho, Coimbra, PortugalChee Yik Chang, Johor Bahru, MalaysiaEdward Cheong, Singapore, SingaporeToshimi Chiba, Morioka, JapanRahul Dalal, Cambridge, MA, USAHarshad Devarbhavi, Bangalore, IndiaParag Dhumane, Truro, UKWerner Dolak, Vienna, AustriaIgor Dumic, Eau Claire, WI, USAFoolad Eghbali, Tehran, IranMark Ellrichmann, Kiel, GermanyChristopf Elsing, Dorsten, GermanyEdip Erkus, Bolu, TurkeyRichard Gareth Fernandes, Brisbane, QLD, AustraliaAna Carolina Fleig, Porto Alegre, BrazilArnold N. Forlemu, Brooklyn, NY, USAPierluigi Fracasso, Rome, ItalyBarbara Frittoli, Brescia, ItalyIlario Froehner Junior, Curitiba, BrazilTânia Gago, Faro, PortugalArchit Garg, New Brunswick, NJ, USARui Gaspar, Porto, PortugalFarinaz Ghodrati, Philadelphia, PA, USACristina Goncalves, Lisbon, PortugalHanna Goodrich, New Haven, CT, USASaeed Sakeem Enroy Graham, Greenville, SC, USADouglas J. Grider, Roanoke, VA, USAAnupam kumar Gupta, Mt. Vernon, VA, USAAndres Martin Gutierrez, Montevideo, UruguayFlavio Habal, Toronto, ON, CanadaKen Haruma, Kurashiki, JapanMohamed Saad Hashim, Shebin Kom, EgyptYuichiro Hirai, Tokyo, JapanRaúl Honrubia-López, Madrid, SpainAndy Hunter, Cottingham, UKMasaya Iwamuro, Okayama, JapanArvind Jain, Abu Dhabi, UAEEyad Jamileh, Blackburn, UKRajeev Joshi, Mumbai, IndiaGeorg Kähler, Mannheim, GermanyPeter J. Kahrilas, Chicago, IL, USARamazan Karabulut, Caga, TurkeyAbdurrahman Kaya, Istanbul, TurkeyHafiz Muzaffar Akbar Khan, Tampa, FL, USADaisuke Kikuchi, Tokyo, JapanMalek Kreidieh, Staten Island, NY, USADai Kubota, Tokyo, JapanArvind Kumar, Uttarakhand, IndiaSaket Kumar, Patna, IndiaKazutaka Kurokohchi, Hyogo, JapanTaha Kuzan, Istanbul, TurkeyEric C.H. Lai, Hong Kong, ChinaLaura Lamonaca, Pescara, ItalyCosmas Rinaldi Adithya Lesmana, Jakarta, IndonesiaGiovanni Battista Levi Sandri, Rome, ItalyJames Lewis, Washington D.C., USATa-Wei Liu, Kaohsiung, TaiwanNaveena Luke, New York City, NY, USATisha Lunsford, Scottsdale, AZ, USAStiliano Maimaris, Pavia, ItalyAntonio Manenti, Modena, ItalyToshiyuki Matsui, Chikushino, JapanNoboru Misawa, Yokohama, JapanTakako Miyazaki, Takatsuki, JapanMani Moayerifar, Rasht, IranMiguel A. Montoro-Huguet, Huesca, SpainHideki Mori, Tokyo, JapanVenkata Muddana, Cincinnati, OH, USAKonosuke Nakaji, Wakayama, JapanKou Nakamaru, Hirakata, JapanIkuo Nakamura, Nishinomiya, JapanKumanan Nalankilli, Melbourne, VIC, AustraliaQin Xiang Ng, Singapore, SingaporeChuong Dinh Nguyen, Ho Chi Minh City, VietnamVinod Nikhra, Bhopal, IndiaSusanne M. OReilly, Dublin, IrelandNeil O’Morain, Dublin, IrelandKensei Ohtsu, Fukuoka, JapanJelmer E. Oor, Groningen, The NetherlandsKeiji Ozeki, Nagoy, JapanHirak Pahari, Delhi, IndiaManisa Pattanayak, Jolly Grant, IndiaPaula Peixe, Lisbon, PortugalJorge Pereira, Viseu, PortugalHo Phi Duy, Ho Chi Minh City, VietnamSherman Picardo, Perth, AustraliaGuillaume Piessen, Lille, FranceDimitri Poddighe, Hanoi, VietnamGilberto Poggioli, Bologna, ItalyJagoda Pokryszka, Vienna, AustriaOksana Popova, Dnipro, UkraineStefano Puleo, Catania, ItalyAbdulrahman Qatomah, Boston, MA, USARahul Rahul, Lucknow, IndiaSaurabh Raj, Kalyani, IndiaSuzane Ribeiro, Gent, BelgiumAbdul Rishi, St Louis, MO, USABhupinder Romana, Stockton, CA, USADavid B. Sachar, New York City, NY, USAKutay Saglam, Bursa, TurkeyToshiyuki Sakurai, Tokyo, JapanNir Salomon, Ramat Gan, IsraelPiedade Sande-Lemos, Lisbon, PortugalHasan Saritas, Tillo, TurkeyMalathi Sathiyasekaran, Chennai, IndiaEugene R. Schiff, Miami, FL, USADaniel Schweckendiek, Zurich, SwitzerlandMohammed Rifat Shaik, Baltimore, MD, USAWalid Shalata, Beersheba, IsraelMohammed K. Shariff, Makkah, Saudi ArabiaRyo Shimoda, Saga, JapanMasaru Shinozaki, Saitama, JapanYuri N. Shiryajev, Saint Petersburg, RussiaJonathan Soldera, Caxias do Sul, BrazilRecep Ercin Sonmez, Istanbul, TurkeyKaartik Soota, Birmingham, AL, USAIvan Sosa, Rijeka, CroatiaMichael Steckstor, Bochum, GermanyDavor Štimac, Rijeka, CroatiaShinya Sugimoto, Ise, JapanToshiro Sugiyama, Tobetsu, JapanMitsuhiro Tachibana, Shimada, JapanMinoru Tada, Tokyo, JapanKazuto Tajiri, Toyama, JapanAnkita Tamhane, Pune, IndiaTomohiro Tanikawa, Okayama, JapanAhmed Tawheed, Cairo, EgyptArul M. Thomas, Washington DC, USAAbhinav Tiwari, Springfield, IL, USAYosuke Tsuji, Tokyo, JapanShingo Tsujinaka, Sendai, JapanAlbert Tuchmann, Vienna, AustriaKazuhiko Uchiyama, Kyoto, JapanAkira Umemura, Morioka, JapanVijai Datta Upadhyaya, Lucknow, IndiaGenaro Vazquez-Elizondo, Gurugram, MexicoAna Margarida Vieira, Portimao, PortugalHendrik von Arenstorff Vilstrup, Aarhus, DenmarkToshiyuki Wakatsuki, Okayama, JapanCong-Yu Wang, Tianjin, ChinaKilian Weigand, Koblenz, GermanyElroy Patrick Weledji, Buea, CameroonMarkus Wilhelmi, Frankfurt, GermanyJesse Wright, Memphis, TN, USARong Xia, New York City, NY, USASumer Yamaner, Istanbul, TurkeyKenji Yamazaki, Gifu, JapanSiyuan Yao, Kyoto, JapanH.S. Yashavanth, Bangalore, IndiaXu Ye, Guangzhou, ChinaTetsuya Yoshizaki, Kobe, JapanJiang Zhu, Danyang, 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.
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 | 0.011 | 0.162 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.005 | 0.003 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.012 | 0.007 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.274 | 0.185 |
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".