Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for the ongoing support in reviewing manuscripts for International Archives of Allergy and Immunology:Claudia Alessandri, Rome, ItalyAlba Angelina, Madrid, SpainRiccardo Asero, Paderno Dugnano, ItalyFunda Aytekin Guvenir, Istanbul, TurkeyDomingo Barber Hernandez, Madrid, SpainSevim Bavbek, Ankara, TurkeyNuray Bayar Muluk, Ankara, TurkeyCristina Benito-Villalvilla, Madrid, SpainRoberto Berni Canani, Naples, ItalySengul Beyaz, Cankaya, TurkeyAysen Bingol, Antalya, TurkeyMiguel Blanca, Madrid, SpainCarine Blanchard, Le Mont-sur-Lausanne, SwitzerlandHanna Bonnekoh, Berlin, GermanyEric B. Brandt, Cincinnati, OH, USAGert Jan Braunstahl, Rotterdam, The NetherlandsRandolf Brehler, Münster, GermanyAnna Brichkina, Marburg, GermanyZenon Brzoza, Katowice, PolandCristina Bueno, Madrid, SpainTimo Buhl, Göttingen, GermanyJeroen Buters, Munich, GermanyMehmet Erdem Cakmak, Istanbul, TurkeyJerónimo Carnés, Madrid, SpainSimone Cazzaniga, Bergamo, ItalyReha Cengizlier, Istanbul, TurkeyJianjun Chen, Wuhan, ChinaFuquan Chen, Xi’an, ChinaTengyu Chen, Zhuhai, ChinaLei Cheng, Nanjing, ChinaFook Tim Chew, Singapore, SingaporeChia-Yu Chu, Taipei, TaiwanDonald Cockcroft, Saskatoon, SK, CanadaLorenzo Cosmi, Florence, ItalyJoana Costa, Porto, PortugalJane da Silva, Florianópolis, BrazilBelén de la Hoz, Madrid, SpainLuis Delgado, Porto, PortugalLara Derycke, Gent, BelgiumSergio Duarte Dortas Junior, Rio de Janeiro, BrazilCatherine Duez, Marseille, FranceDidier Ebo, Antwerp, BelgiumThomas Eiwegger, Toronto, ON, CanadaWolfgang Emminger, Vienna, AustriaMontserrat Perez Encinas, Alcorcon, SpainRecep Evcen, Rize, TurkeyEnrique Fernandez-Caldas, Alcala de Henares, SpainElizabeth A. Fitzpatrick, Memphis, TN, USAMaria Rosaria Galdiero, Naples, ItalyLene H. Garvey, Copenhagen, DenmarkAna Gimenez Arnau, Barcelona, SpainDavid Golden, Baltimore, MD, USARuperto González-Pérez, La Laguna, SpainElli K. Greisenegger, St. Pölten, AustriaThomas Greuter, Lausanne, SwitzerlandKai Guan, Beijing, ChinaYinshi Guo, Shanghai, ChinaHakan Guvenir, Kocaeli, TurkeyZhaoyue He, Bern, SwitzerlandJoachim Heinrich, Munich, GermanyPetr Heneberg, Prague, Czech RepublicMichihiro Hide, Hiroshima, JapanMiguel Hinojosa, Madrid, SpainAref Hosseini, Bern, SwitzerlandCarla Irani, Beirut, LebanonPeter Jandus, Geneva, SwitzerlandHong Ji, Davis, CA, USAQingqing Jiao, Suzhou, ChinaMats W. Johansson, Madison, WI, USAKristin M. Junge, Leipzig, GermanyAlan Kaell, Port Jefferson, NY, USAThomas Kaufmann, Bern, SwitzerlandPaula Kauppi, Helsinki, FinlandTasuku Kawano, Sendai, JapanHideyuki John Kawauchi, Izumo, JapanEmma Jean Keller, Davis, CA, USALevi Keller, Aurora, CO, USATamar Kinaciyan, Vienna, AustriaHirohito Kita, Scottsdale, AZ, USASiyue Mariko Koh, Singapore, SingaporeMitja Košnik, Golnik, SloveniaUgur Kostakoglu, Rize, TurkeyStefan Kuchen, Bern, SwitzerlandJie Li, Xiangya, ChinaJing Li, Guangzhou, ChinaLin Lin, Shanghai, ChinaPengan Liu, Redwood City, CA, USAZheng Liu, Wuhan, ChinaXiaoqun Luo, Hefei, ChinaEric Macy, San Diego, CA, USANikita Markov, Bern, SwitzerlandLeticia Martín-Cruz, Madrid, SpainDalgys Martínez, Cartagena, ColombiaEleonora Martinis, Udine, ItalyMarcus Maurer, Berlin, GermanyJuan Maza, Sevilla, SpainBlanca Maria Morfin-Maciel, Mexico City, MexicoHolger Mosbech, Hellerup, DenmarkManuela Neuman, Toronto, ON, CanadaDetlef Neumann, Hannover, GermanyGunnar Nilsson, Stockholm, SwedenYusei Ohshima, Yoshida-gun, JapanYoshitaka Okamoto, Chiba, JapanEric Oliver, Baltimore, MD, USABetul Ozdel Ozturk, Ankara, TurkeyCevdet Ozdemir, Istanbul, TurkeyMauro Pagani, Mantova, ItalyRajeev Kumar Pandey, Baltimore, MD, USAChristopher Parrish, Dallas, TX, USAHans-Hartmut Peter, Freiburg, GermanyFernando Pineda, Madrid, SpainTobias Polte, Leipzig, GermanyAnna Pomes, Charlottesville, VA, USADaniel P. Potaczek, Marburg, GermanyClaudio Rhyner, Zurich, SwitzerlandCristine Secco Rosario, Curitiba, BrazilNelson Rosario Filho, Curitiba, BrazilCarlo Maria Rossi, Pavia, ItalyUlrich Sack, Leipzig, GermanyLorenzo Salvati, Florence, ItalySakura Sato, Sagamihara, JapanAlain Schoepfer, Lausanne, SwitzerlandRik Schrijvers, Leuven, BelgiumBulent Enis Sekerel, Ankara, TurkeyRaphael Chagas Silva, Salvador, BrazilDagmar Simon, Bern, SwitzerlandSofia Sirvent, Madrid, SpainJohanna Stoevesandt, Würzburg, GermanyDarko Stojkov, Bern, SwitzerlandAlex Straumann, Zurich, SwitzerlandDeepti Suri, Chandigarh, IndiaElizabeth Huiwen Tham, Singapore, SingaporeWayne R. Thomas, Perth, WA, AustraliaLoreen Thürmann, Berlin, GermanyMasako Toda, Sendai, JapanRegina Treudler, Berlin, GermanyCarina Gabriela Uasuf, Palermo, ItalyViviana Valeri, Udine, ItalyEmine Vezir, Ankara, TurkeyCarlos Agustin Villegas-Valverde, Abu Dhabi, United Arab EmiratesHarissios Vliagoftis, Edmonton, AB, CanadaStephan von Gunten, Bern, SwitzerlandXiaoyan Wang, Beijing, ChinaJi-Fu Wei, Nanjing, ChinaStefan Woehrl, Vienna, AustriaJackson Wong, Calgary, AL, CanadaTing Xiao, Shenyang, ChinaZeynep Yegin Katran, Maltepe, TurkeyDong Keon Yon, Seoul, Republic of KoreaShida Yousefi, Bern, SwitzerlandHans Yssel, Paris, FranceNesibe Gül Yüksel Aslıer, Bursa, TurkeyJosefina Zakzuk Sierra, Cartagena, ColombiaMagda Zemelka-Wiacek, Wroclaw, PolandZengxiao Zhang, Qingdao, ChinaChangqing Zhao, Taiyuan, ChinaMin Zhou, Guangzhou, ChinaRongfei Zhu, Wuhan, ChinaTorsten Zuberbier, Berlin, Germany
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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 | 0.022 | 0.208 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.008 | 0.005 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.021 | 0.012 |
| Open science | 0.005 | 0.009 |
| Research integrity | 0.007 | 0.009 |
| Insufficient payload (model declined to judge) | 0.301 | 0.203 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".