Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for the ongoing support in reviewing manuscripts for Oncology:Raffaele Addeo, Frattamaggiore, ItalyYong Chan Ahn, Seoul, Republic of KoreaNorio Akuta, Tokyo, JapanAli Alkan, Muğla, TurkeyPouyan Aminishakib, Tehran, IranTakayuki Ando, Toyama, JapanLuís Carlos Antunes, Santa Maria, BrazilKenichiro Araki, Tokyo, JapanTitto Augustine, Bloomington, IN, USAMatìas Antonio Avila, Pamplona, SpainYasaman Ayoughi, Yazd, IranMohammed Amine Bekadja, Oran, AlgeriaCharles L. Bennett, Columbia, SC, USAAl B. Benson III, Chicago, IL, USALothar Bergmann, Frankfurt, GermanyLaura Bernardini, Pisa, ItalyJesse L. Berry, Los Angeles, CA, USAUlrich Beyer, Wedel, GermanyGiorgio Bogani, Varese, ItalyTihana Boraska Jelavic, Split, CroatiaStergios Boussios, Gillingham, UKJianye Cai, Evanston, IL, USAHélio Carrara, Ribeirão Preto, BrazilBilger Çavus, Istanbul, TurkeyAkhilanand Chaurasia, Lucknow, IndiaMu-Kuan Chen, Changhua, TaiwanHepeng Cheng, Kaifeng, ChinaFarid Cherbal, Algiers, AlgeriaWan-Long Chuang, Kaoshiung, TaiwanGiovanni Codacci-Pisanelli, Rome, ItalyJuan-Jesus Cruz-Hernandez, Salamanca, SpainNazim Can Demircan, Erzurum, TurkeyFabio Dennstädt, St. Gallen, SwitzerlandRossella di Trolio, Naples, ItalyTobias Dietrich, St. Gallen, SwitzerlandKeyue Ding, Kingston, ON, CanadaIzzet Dogan, Istanbul, TurkeyXiaobo Du, Mianyang, ChinaShubham Dutta, Worchester, MA, USAChristoph Elsing, Dorsten, GermanyMakoto Endo, Fukuoka, JapanAhmet Emre Eşkazan, Istanbul, TurkeyFrancesco Facchinetti, Parma, ItalyDaisuke Fujimoto, Kawasaki, JapanNobukazu Fujimoto, Okayama, JapanVittorio Gebbia, Enna, ItalyDavid B. Geffen, Beer Sheva, IsraelMiguel Gil, Barcelona, SpainStefan Glück, Miami, FL, USAXiaobin Gu, Zhengzhou, ChinaAhmet Gurakar, Baltimore, MD, USAUwe Güth, Zurich, SwitzerlandTakuya Hamakawa, Osaka, JapanTomohiko Hara, Chiyoda-Ku, JapanAtsushi Hiraoka, Matsuyama, JapanAkira Horii, Sendai, JapanQingjiang Hu, Fukuoka, JapanQiang Huo, Nanjing, ChinaHisao Imai, Hidaka, JapanHiroo Imai, Sendai, JapanMarina Jaksic, Podgorica, MontenegroMarkus Jörger, St. Gallen, SwitzerlandYoshihiro Kakeji, Kobe, JapanHiroshi Kawahira, Shimotsuke, JapanYusuke Kawamura, Tokyo, JapanYoo Seok Kim, Gwangju, KoreaShinichi Kinami, Uchinada, JapanYasuyuki Kojima, Tokyo, JapanChristos Kosmas, Pireaus, GreeceLalit Kumar, Gurugram, IndiaGiuseppe Lanzano, Naples, ItalyPhilip Law, London, UKJang-Ming Lee, Taipei, TaiwanSung Yong Lee, Seoul, Republic of KoreaShuchun Li, Augusta, GA, USASijian Li, Guangzhou, ChinaZe-Hua Li, Boston, MA, USAYang Liu, Guangzhou, ChinaSimona Lombardi, Philadelphia, PA, USATadahiko Masaki, Tokyo, JapanMervat Mattar, Cairo, EgyptChad M. Michener, Cleveland, OH, USAMakito Miyake, Kashihara-shi, JapanTomohiro Mizuno, Toyoake, JapanManabu Morimoto, Yokohama, JapanRosa Nadal, Baltimore, MD, USAMotowo Nakajima, Tokyo, JapanKoki Nakashima, Fukui, JapanAlexander Navarini, Basel, SwitzerlandReiki Nishimura, Kagoshima, JapanRosekeila Nomelini, Uberaba, BrazilObi Obi, Chiba, JapanEiji Oki, Fukuoka, JapanItamar Souza Oliveira, São Paulo, BrazilToshinori Ozaki, Chiba, JapanYi Pan, Wuhan, ChinaRiya Patel, Buffalo, NY, USASamir Kumar Patra, Rourkela, IndiaHarshini Peiris, Galle, Sri LankaNadeem Pervez, Edmonton, AB, CanadaJuraj Prejac, Zagreb, CroatiaGuiliano Ramadori, Göttingen, GermanyKarthikeyan Ramalingam, Chennai, IndiaLorenza Rimassa, Milan, ItalyRafael Rosell Costa, Barceö, SpainIssei Saeki, Yamaguchi Ube, JapanHiroshi Saeki, Maebashi, JapanAbdullah Sakin, Tuşba, TurkeyAishwarya Sannareddy, Dallas, TX, USAMatheus Sewastjanow-Silva, Houston, TX, USAJin-Yuan Shih, Taipei, TaiwanHideaki Shimada, Tokyo, JapanShigeo Shimose, Kurume, JapanToshihiro Shiozawa, Tsukuba, JapanOsamu Shiraishi, Osaka, JapanSusan F. Slovin, New York, NY, USALateef Ahmad Sofi, Srinagar, IndiaManol Sokolov, Sofia, BulgariaClaudio Sorio, Verona, ItalyYurdanur Sullu, Atakum, TurkeyKazuto Tajiri, Toyama, JapanHitomi Takada, Chuo, JapanShintaro Takaki, Hiroshima, JapanGonzalo Tapia Rico, Adelaide, SA, AustraliaKrishnansu Sujata Tewari, Orange, CA, USAKenneth Thomsen, Aarhus, DenmarkMasaki Ueno, Kawachinagano-shi, JapanOlcun Umit Unal, Izmir, TurkeyMehmet Üstün, Izmir, TurkeySalvatore Giovanni Vitale, Catania, ItalyXiaoping Wan, Shanghai, ChinaYuji Watanabe, Toon-shi, JapanMick M. Welling, Leiden, The NetherlandsKai-Liang Wu, Shanghai, ChinaYuji Yaginuma, Kumamoto, JapanHiroshi Yoshida, Tokyo, JapanHyun Jo Youn, Jeonju, Republic of KoreaXiangning Zhang, Dongguan, ChinaYongchang Zhou, Hong Kong, 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 | 0.022 | 0.227 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 0.004 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.018 | 0.010 |
| Open science | 0.005 | 0.008 |
| Research integrity | 0.007 | 0.009 |
| Insufficient payload (model declined to judge) | 0.272 | 0.195 |
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".