Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for the ongoing support in reviewing manuscripts for Liver Cancer:Maen Abdelrahim, Houston, TX, USAJordi Abril, Fornaguera, Barcelona, SpainHiroshi Aikata, Hiroshima, JapanKeiichi Akahoshi, Tokyo, JapanTetsuo Akimoto, Kashiwa, JapanSamuel O. Antwi, Jacksonville, FL, USATomoko Aoki, Osaka, JapanKenichiro Araki, Maebashi, JapanJunichi Arita, Tokyo, JapanJae Seok Bae, Seoul, South KoreaIrene Bargellini, Turin, ItalyAntonio Bertoletti, Singapore, SingaporeMichael Buckstein, New, York, NY, USAGrace Burns, Callaghan, NSW, AustraliaGiuseppe Cabibbo, Palermo, ItalyRoberto Cannella, Palermo, ItalyCiro Celsa, Palermo, ItalyAlbert Chi Yan Chan, Hong Kong, ChinaLandon L. Chan, Hong Kong, ChinaYen-Cheng Chen, Hualien, TaiwanChien-Hung Chen, Taipei, TaiwanSan-Chi Chen, Taipei, TaiwanJason Cheng, Taipei, TaiwanChi Leung Chiang, Hong Kong, ChinaCarlo Chiesa, Milan, ItalyHsu Chiun, Taipei, TaiwanJonggi Choi, Seoul, South KoreaJin Young Choi, Seoul, South KoreaSang Hyun Choi, Seoul, South KoreaHong Jae Chon, Seongnam, South KoreaChienhuai Chuang, Taipei, TaiwanWan-Long Chuang, Kaohsiung, TaiwanYun Shin Chun, Houston, TX, USAAshton Anthony, Connor, Houston, TX, USADelia Davola, Pamplona, SpainManuel Antonio de la Torre Aláez, Madrid, SpainJulien Edeline, Rennes, FranceSusumu Eguchi, Nagasaki, JapanAslam Ejaz, Chicago, IL, USAKei Endo, Yahaba, JapanHirayuki Enomoto, Nishinomiya, JapanAlejandro Forner, Barcelona, SpainJunji Furuse, Yokohama, JapanRobert G. Gish, Loma Linda, CA, USAAlessandro Granito, Bologna, ItalyPhilipp Konstantin Haber, Berlin, GermanyAntony Haddad, Houston, TX, USAKiyoshi Hasegawa, Tokyo, JapanTakeshi Hatanaka, Maebshi, JapanAtsushi Hiraoka, Matsuyama, JapanMasashi Hirooka, Matsuyama, JapanCheng-Maw Ho, Taipei, TaiwanMing-Chih Ho, Zhubei, TaiwanYao-Chun Hsu, Kaohsiung, TaiwanWei-Fan Hsu, Taichung, TaiwanJee-Fu Huang, Kaohsiung, TaiwanDaniel Huang, Singapore, SingaporeYi-Hsiang Huang, Taipei, TaiwanTeh-Ia Huo, Taipei, TaiwanHiroshi Ida, Osaka, JapanToshihiro Iguchi, Okayama, JapanMasafumi Ikeda, Kashiwa, JapanShinji Itoh, Fukuoka, JapanHideki Iwamoto, Kurume, JapanWoo Kyoung Jeong, Seoul, South KoreaHanyu Jiang, Chengdu, ChinaMasaki Kaibori, Hirakata, JapanToshimi Kaido, Tokyo, JapanKazuhiro Kakimi, Osakasayama, JapanHyo-Jin Kang, Seoul, South KoreaKoo Jeong Kang, Daegu, South KoreaHyun-Cheol Kang, Seoul, South KoreaJia-Horng Kao, Taipei, TaiwanWe-Yu Kao, Taipei, TaiwanNaoya Kato, Chiba, JapanYoshikuni Kawaguchi, Tokyo, JapanTakumi Kawaguchi, Kurume, JapanYusuke Kawamura, Tokyo, JapanMiwa Kawanaka, Okayama, JapanTomokazu Kawaoka, Hiroshima, JapanHyung-Don Kim, Seoul, South KoreaJin Hyoung Kim, Seoul, South KoreaDong Hwan Kim, Seoul, South KoreaYoji Kishi, Tokorozawa, Saitama, JapanYoshihisa Kodama, Sapporo, JapanTakahiro Kodama, Suita, JapanHironori Koga, Kurume, JapanAtsumasa Komori, Nagasaki, JapanShoji Kubo, Osaka, JapanHidekatsu Kuroda, Iwate, JapanMasayuki Kurosaki, Tokyo, JapanTeiji Kuzuya, Toyoake, JapanIsmail Labgaa, Lausanne, SwitzerlandTeng-Yu Lee, Taichung, TaiwanI-Cheng Lee, Taipei, TaiwanTeng-Yu Lee, Taichung, TaiwanJoycelyn Lee, Singapore, SingaporeJoo Ho Lee, Seoul, South KoreaMin Woo Lee, Seoul, South KoreaDong Ho Lee, Seoul, South KoreaJennifer Siew Mooi Leong, Kuala Lumpur, MalaysiaYoung-Suk Lim, Seoul, South KoreaShi-Ming Lin, Taoyuan, TaiwanTsung-Hao Liu, Taipei, TaiwanNicolas Loménie, Paris, FranceLi-Chun Lu, Taipei, TaiwanSheng-Nan Lu, Kaohsiung, TaiwanHarufumi Maki, Tokyo, JapanHitoshi Maruyama, Tokyo, JapanNaohiko Masaki, Chiba, JapanMario Masarone, Salerno, ItalyJi Hye Min, Seoul, South KoreaYasunori Minami, Osaka, JapanYoshihiro Mise, Tokyo, JapanKevin Mok, Hong Kong, ChinaMichihisa Moriguchi, Kyoto, JapanManabu Morimoto, Yokohama, JapanNaoki Morimoto, Shimotsuke, JapanHiroaki Nagano, Ube, JapanHayato Nakagawa, Mie, JapanJean Charles Nault, Bondy, FranceNaoshi Nishida, Osaka, JapanHiroki Nishikawa, Hyogo, JapanTakahiro Nishio, Kyoto, JapanKazuhiro Nouso, Okayama, JapanShuntaro Obi, Ichihara, JapanSadahisa Ogasawara, Chiba, JapanAtsushi Ono, Hiroshima, JapanMatthias Pinter, Vienna, AustriaFabio Piscaglia, Bologna, ItalyHyungjin Rhee, Seoul, South KoreaHyunchul Rhim, Seoul, South KoreaChai Hong Rim, Ansan, South KoreaRodolfo Sacco, Foggia, ItalyIssei Saeki, Ube, JapanNaoya Sakamoto, Hokkaido, JapanBruno Sangro, Pamplona, SpainGonzalo Sapisochin, Toronto, ON, CanadaBernhard Scheiner, Vienna, AustriaEndrit Shahini, Castellana, Grotte, ItalyYu-Yun Shao, Taipei, TaiwanYing-Chun Shen, Taipei, TaiwanJu Hyun Shim, Seoul, South KoreaMitsuo Shimada, Tokushima, JapanShigeo Shimose, Kurume, JapanJunichi Shindoh, Tokyo, JapanKen Shirabe, Fukuoka, JapanTung-Hung Su, Taipei, TaiwanYung-Yeh Su, Tainan, TaiwanTing-Shi Su, Nan Ning, ChinaKatsutoshi Sugimoto, Tokyo, JapanHui-Chuan Sun, Shanghai, ChinaParissa Tabrizian, New, York, NY, USAToshifumi Tada, Kobe, JapanDavid Wai-Meng Tai, Singapore, SingaporeKazuto Tajiri, Toyama, JapanNobuharu Tamaki, Tokyo, JapanChih Kiang Tan, Petaling Jaya, MalaysiaToshihiro Tanaka, Kashihara, JapanYasuhito Tanaka, Kumamoto, JapanHailin Tang, Guangzhou, ChinaRyosuke Tateishi, Tokyo, JapanWei Teng, Taoyuan, TaiwanTetsu Tomonari, Tokushima, JapanHidenori Toyoda, Ogaki, JapanHop S. Tran Cao, Houston, TX, USAKaoru Tsuchiya, Tokyo, JapanMasakatsu Tsurusaki, Moriguchi, JapanYukari Uemura, Tokyo, JapanYoshiyuki Ueno, Yamagata, JapanKazuomi Ueshima, Osaka, JapanMaria Varela, Oviedo, SpainSudhakar K. Venkatesh, Rochester, NY, USAWeijie Wang, Zhengzhou, ChinaHung-Wei Wang, Taichung, TaiwanTmohiro Watanabe, Osaka, JapanMarkus Wilhelmi, Frankfurt, GermanyHyun Goo Woo, Suwon, South KoreaFeng Xia, Chongqing, ChinaShintaro Yagi, Kanazawa, JapanTakahiro Yamasaki, Yamaguchi, JapanTatsuya Yamashita, Kanazawa, JapanYutaka Yasui, Tokyo, JapanThomas Yau, Hong Kong, ChinaSun Young Yim, Seoul, South KoreaTerry Cheuk-Fung, Yip, Hong Kong, ChinaTomoaki Yoh, Kyoto, JapanChanghoon Yoo, Seoul, South KoreaSang Min Yoon, Seoul, South KoreaAtsushi Yukimoto, Tokyo, JapanZhao Chong Zeng, Shanghai, 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 | 0.025 | 0.237 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 0.004 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.018 | 0.011 |
| Open science | 0.005 | 0.009 |
| Research integrity | 0.007 | 0.009 |
| Insufficient payload (model declined to judge) | 0.236 | 0.159 |
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".