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 the ongoing support in reviewing manuscripts for Case Reports in Gastroenterology:Yasuhiko Abe, Yamagata, JapanMonjur Ahmed, Philadelphia, PA, USATetsuo Ajiki, Kobe, JapanSami Akbulut, Malatya, TurkeyMohammad Saydul Aman, Dhaka, BangladeshJorge Amil-Dias, Porto, PortugalAlex Fabián Arenas, Santiago de Chile, ChileMarianna Arvanitakis, Bruxelles, BelgiumGoran Augustin, Zagreb, CroatiaAsfar S. Azmi, Detroit, MI, USANaganath Babu, Chennai, IndiaMilad Badri, Qazvin, IranSain Baijaeek, London, UKEfstratia Baili, Athens, GreeceBhavna Balar, Bronx, NY, USAMaría Dolores Bargues, Valencia, SpainTerrence Barrett, Lexington, KY, USAKanat Batyrbekov, Astana, KazakhstanAlec Beekley, Philadelphia, PA, USAMatthias Behrend, Deggendorf, GermanyShomron Ben-Horin, Ramat Gan, IsraelMarco Biolato, Rome, ItalyAndrea Boccatonda, Bentivoglio, ItalyGiuseppe Brisinda, Rome, ItalyVicky Sumarki Budipramana, Surabaya, IndonesiaAli Canbay, Bochum, GermanyArmando Carvalho, Coimbra, PortugalLuis Castro, Lisbon, PortugalKai Siang Chan, Singapore, SingaporeYu-Jhou Chen, Taoyuan, TaiwanEdward Cheong, Norwich, UKFábio Pereira Correia, Amadora, PortugalMorven Cunningham, Toronto, ON, CanadaRahul Dalal, Cambridge, MA, USAEren Arslan Davulcu, Istanbul, TurkeyIris de Jong, Philadelphia, PA, USAWalmar Kerche de Oliveira, Sao Paulo, BrazilMatteo De Pastena, Verona, ItalyHarshad Devarbhavi, Bangalore, IndiaParag Dhumane, Truro, UKIgor Dumic, Eau Claire, WI, USAFrancisco A. Durazo, Milwaukee, WI, USACumali Efe, Sanliurfa, TurkeyFoolad Eghbali, Tehran, IranRahma Elmahdi, Copenhagen, DenmarkChristopf Elsing, Dorsten, GermanyMuhammer Ergenç, Istanbul, TurkeyIstvan Fedor, Debrecen, HungaryAlberto Ferrarese, Padua, ItalyArnold N. Forlemu, Brooklyn, NY, USAAna Rita Franco, Lisbon, PortugalBarbara Frittoli, Brescia, ItalyIlario Froehner Junior, Sao Paulo, BrazilZhiyan Fu, Shreveport, LA, USAShoichi Fujii, Yokohama, JapanTânia Gago, Lisbon, PortugalMarcel Ghanim, Toledo, OH, USARobert Gish, San Diego, CA, USARichard Guerrero, El Paso, TX, USAFlavio Habal, Toronto, ON, CanadaXinwei Han, Zhengzhou, ChinaKen Haruma, Kurashiki, JapanMohamed Saad Hashim, Shebin Elkom, EgyptFernando A.M. Herbella, Sao Paulo, BrazilTakuto Hikichi, Fukushima, JapanRuth Sarah Hodgson, Chermsid, QLD, AustraliaRaúl Honrubia-López, Madrid, SpainKim C. Honselmann, Lübeck, GermanyLawrence Hookey, Kingston, ON, CanadaMarwa Ibrahim Metawea Ibrahim, Alexandria, EgyptChon Man Ieong, Macao, ChinaToshinobu Ifuku, Miyazaki, JapanHiroyuki Imaeda, Tokyo, JapanFaisal Inayat, Lahore, PakistanYuichi Ishikawa, Tokyo, JapanHirokan Ito, Tsukuba, JapanMasaya Iwamuro, Okayama, JapanJ. Michael Janda, Bakersfield, CA, USASimone A. Jarrett, Philadelphia, PA, USARajeev Joshi, Mumbai, IndiaIvana Jukic, Split, CroatiaPeter J. Kahrilas, Chicago, IL, USARamazan Karabulut, Ankara, TurkeyTsunetaka Kato, Fukushima, JapanAirazat M. Kazaryan, Gralum, NorwayHafiz Muzaffar Akbar Khan, Syracuse, NY, USAAlexander Y Kim, St. Petersburg, FL, USAAkiko Kimura, Osaka, JapanMasahiro Kishi, Chikushino, JapanYoshitaka Kitayama, Nishinomiya, JapanAtsushi Kudo, Tokyo, JapanTeru Kumagi, Toon, JapanVikash Kumar, Brooklyn, NY, USAArvind Kumar, Rishikesh, IndiaMichael Kurin, Cleveland, OH, USAAdmir Kurtcehajic, Tuzla, Bosnia and HerzegovinaToshio Kuwai, Kure, JapanTaha Kuzan, Istanbul, TurkeyDominique Larrey, Montpellier, FranceAngioletta Lasagna, Pavia, ItalyAdriana Lazarescu, Edmonton, AB, CanadaNguyen Quoc Khanh Le, Taipei, TaiwanWoohyung Lee, Seoul, South KoreaCosmas Rinaldi Adithya Lesmana, Jakarta, IndonesiaGiovanni Battista Levi Sandri, Rome, ItalyJames Lewis, Washington, DC, USAWei Liu, Yichang, ChinaJames Stephen Love, Chicago, IL, USABrandon P. Lucke-Wold, Morgantown, WV, USARashid Lui, Hongkong, ChinaTisha Lunsford, Scottsdale, AZ, USAJohn Maa, San Francisco, CA, USALuís Maia, Lisbon, PortugalNada Majeed, Jeddah, Saudi ArabiaDeepa Makhija, Mumbai, IndiaKristine Makiewicz, Chicago, IL, USARohan Mandaliya, Abington, PA, USAAntonio Manenti, Modena, ItalyToshiyuki Matsui, Chikushino, JapanHasan Maulahela, Jakarta, IndonesiaMohd Zulfakar Mazlan, Kota Bharu, MalaysiaPeter Norbert Meier, Hannover, GermanySeigo Minami, Osaka, JapanNguyen Minh Duc, Ho Chi Minh, VietnamMuhammad Bilal Mirza, Lahore, PakistanSaurabh Mishra, Bengaluru, IndiaRavinder Mittal, San Diego, CA, USAShreeyash Modak, Hyderabad, IndiaMiguel A. Montoro-Huguet, Huesca, SpainShannon Moonah, Gainesville, FL, USARenata Nobre Moura, Sao Paulo, BrazilVenkata Muddana, Cincinnati, OH, USATakashi Murakami, Tokyo, JapanAmit Nachankar, Delhi, IndiaYumiko Nagao, Tokyo, JapanRahim M. Naimi, Copenhagen, DenmarkYousuke Nakai, Tokyo, JapanKonosuke Nakaji, Wakayama, JapanKou Nakamaru, Hirakata, JapanJun Nakamura, Fukushima, JapanHiroshi Nakase, Sapporo, JapanAnand Nath, Leonardtown, MD, USARoxana Nemteanu, Iasi, RomaniaStephen Ng, Hongkong, ChinaChuong Dinh Nguyen, Ho Chi Minh, VietnamOle Haagen Nielsen, Herlev, DenmarkVinod Nikhra, New Delhi, IndiaKenji Notohara, Kurashiki, JapanNicholas Noverati, Philadelphia, PA, USANeil O’Morain, Dublin, IrelandRobert Sean O’Neill, Sydney, NSW, AustraliaShiro Oka, Hiroshima, JapanTakeshi Okamoto, Tokyo, JapanOlubunmi O. Oladunjoye, Houston, TX, USAKazuhiro Ota, Takatsuki, JapanMouaqit Ouadii, Fez, MoroccoSoji Ozawa, Tokyo, JapanKeiji Ozeki, Nagoy, JapanNazli Begum Ozturk, Royal Oak, MI, USAJunhai Pan, Hangzhou, ChinaAmir Parray, New Delhi, IndiaMukesh S. Paudel, Kathmandu, NepalPaula Peixe, Lisbon, PortugalJoão Pedro Pereira, Matosinhos, PortugalHo Phi Duy, Ho Chi Minh, VietnamGuillaume Piessen, Lille, FranceDomen Plut, Ljubljana, SloveniaDimitri Poddighe, Nur-Sultan, KazakhstanGilberto Poggioli, Bologna, ItalyJagoda Pokryszka, Vienna, AustriaOksana Popova, Dnipro, UkraineRodrigo Quera, Santiago de Chile, ChileOliviero Riggio, Rome, ItalyBhupinder Romana, Stockton, CA, USAMaelle Rony, Marseille, FranceFrancis Rossignol, Bethesda, MD, USATina Rouhi, Mazandaran, IranDavid B Sachar, New York, NY, USAYasuhisa Sakata, Saga, JapanToshiyuki Sakurai, Tokyo, JapanAlain Saraux, Brest, FranceMotoko Sasaki, Kanazawa, JapanLawrence J. Saubermann, Rochester, NY, USAClemens Schafmayer, Rostock, GermanyPeter Schemmer, Bern, SwitzerlandEugene R. Schiff, Miami, FL, USAMatthias Frank Scriba, Cape Town, South AfricaConsolato M. Sergi, Ottawa, ON, CanadaVishal Sharma, Chandigarh, IndiaSM Shasthry, New Delhi, IndiaKentaro Shimizu, Osaka, JapanMasaru Shinozaki, Saitama, JapanYuri N. Shiryajev, Saint Petersburg, RussiaAndré Santos Silva, Porto, PortugalHector Solar, Buenos Aires, ArgentinaJonathan Soldera, Caxias do Sul, BrazilRecep Ercin Sonmez, Istanbul, TurkeyNikhil Sonthalia, Mumbai, IndiaChristos Sotiropoulos, Patras, GreeceAndrew Staron, Boston, MA, USAMitsuhiro Tachibana, Shimada, JapanMinoru Tada, Tokyo, JapanBranson Taheri, Aurora, CO, USAYuichi Takano, Yokohama, JapanAnkita Tamhane, Pune, IndiaBabak Tamizifar, Isfahan, IranShinwa Tanaka, Kobe, JapanTomohiro Tanikawa, Okayama, JapanRoger Tatum, Seattle, WA, USAAhmed Tawheed, Cairo, EgyptKonstantinos C. Thomopoulos, Patras, GreeceSarah K Thompson, Bedford Park, SA, AustraliaAndrew Thomson, Canberra, ACT, AustraliaAnders Thorell, Stockholm, SwedenAruni Tilakaratne, Peradeniya, Sri LankaEugenia Tsai, San Antonio, TX, USAYosuke Tsuji, Tokyo, JapanShingo Tsujinaka, Sendai, JapanShigeru Tsunoda, Kyoto, JapanAlbert Tuchmann, Vienna, AustriaCarlos Tuñon, Panama, PanamaTakeshi Ueda, Fujiidera, JapanMasayuki Ueno, Okayama, JapanAkira Umemura, Morioka, JapanLuca Valerio, Mainz, GermanyCasper H.J. Van Eijck, Rotterdam, The NetherlandsGenaro Vazquez-Elizondo, Nueva Leon, MexicoAna Margarida, Vieira, Porto, PortugalToshiyuki Wakatsuki, Okayama, JapanKomson Wannasai, Chiang Mai, ThailandKilian Weigand, Koblenz, GermanyElroy Patrick Weledji, Buea, CameroonMarkus Wilhelmi, Frankfurt, GermanyKevin Winston, Jakarta, IndonesiaGrace L.H. Wong, Hong Kong, ChinaJesse Wright, Memphis, TN, USAJin-Zhu Wu, Nantong, ChinaRong Xia, New York, NY, USAVipul Yagnik, Patan, IndiaYusuke Yamamoto, Kyoto, JapanMasashi Yamamoto, Toyonaka, JapanH. S. Yashavanth, Bangalore, IndiaSeyed Amir Miratashi Yazdi, Tehran, IranFangfang Yi, Wenzhou, ChinaHeinz Zoller, Innsbruck, AustriaToru Zuiki, Yuki, Japan
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 | 0.000 | 0.000 |
| 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it