Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Digestion:Yoichi Akazawa, Tokyo, JapanJunichi Akiyama, Maebashi, JapanAkif Altinbas, Farmington, MI, USAYuji Amano, Urawa, JapanAhmad Amanzada, Göttingen, GermanyChristoph Ammer-Herrmenau, Göttingen, GermanyKatsuyoshi Ando, Asahikawa, JapanJunya Arai, Tokyo, JapanNaoki Asano, Natori-shi, JapanDaisuke Asaoka, Tokyo, JapanNatsuda Aumpan, Rangsit, ThailandFrancisco Baldaque-Silva, Stockholm, SwedenShigeki Bamba, Otsu, JapanHeike Bantel, Hannover, GermanyRobert Benamouzig, Paris, FranceWalter Berger, Vienna, AustriaSergio Cadoni, Cagliari, ItalyJiang Cao, Zhejiang, ChinaToshimi Chiba, Morioka, JapanHideyuki Chiba, Tokyo, JapanHan-Mo Chiu, Taipei, TaiwanYoen Young Chuah, Ping Tung, TaiwanWan-Long Chuang, Kaohsiung, TaiwanHyunsoo Chung, Seoul, Republic of KoreaShipeng Dai, Nanjing, ChinaSeverin Daum, Berlin, GermanyArzu Meltem Demir, Mamak, TurkeyAkira Dobashi, Tokyo, JapanOsamu Dohi, Kyoto, JapanAlanna Ebigbo, Bochum, GermanyMao Enqiang, Shanghai, ChinaMark Fox, Arlesheim, SwitzerlandKazuma Fujimoto, Okaway, JapanJunko Fujisaki, Tokyo, JapanFumiyoshi Fujishima, Sendai, JapanMitsuhiro Fujishiro, Tokyo, JapanYusuke Fujiyoshi, Ottawa, ON, CanadaHIsashi Fukuda, Shimotsuke, JapanSeiichiro Fukuhara, Tokyo, JapanRenju G.L., Kerala, IndiaHamid Galehdari, Ahvaz, IranMajid Ghayour-Mobarhan, Mashhad, IranOlga I. Giouleme, Thessaloniki, GreeceAlessandro Granito, Bologna, ItalyThomas Greuter, Zurich, SwitzerlandOsamu Handa, Kurashiki, JapanYuko Hara, Tokyo, JapanTaiki Hashimoto, Tokyo, JapanShinichi Hashimoto, Yamaguchi, JapanKeisuke Hata, Tokyo, JapanRyo Hatano, Tokyo, JapanHajime Higuchi, Tokyo, JapanTakuto Hikichi, Fukushima, JapanFumihito Hirai, Fukuoka, JapanSakiko Hiraoka, Okayama, JapanDaizen Hirata, Kobe, JapanToru Hiyama, Hiroshima, JapanMichael Hoffmeister, Heidelberg, GermanyMariko Hojo, Tokyo, JapanSyunji Horie, Tōgane, JapanToshiki Horii, Sagamihara, JapanYoshimasa Hoshikawa, Tokyo, JapanShuhei Hosomi, Osaka, JapanKinichi Hotta, Sunto-gun, JapanHolden Yao-Chun Hsu, Tainan, TaiwanChikamasa Ichita, Kamakura, JapanYuichiro Ikebuchi, Yonago, JapanTakayuki Imai, Shiga, JapanKen Inoue, Kyoto, JapanFumiaki Ishibashi, Chiba, JapanNatsuki Ishida, Hamamatsu, JapanTakashi Ishige, Maebashi, JapanNorihisa Ishimura, Izumo, JapanKei Ishizuka, Tokyo, JapanMasanori Ito, Hiroshima, JapanNaoto Iwai, Kyoto, JapanMineo Iwatate, Iwate, JapanTaro Iwatsubo, Takatsuki, JapanYugo Iwaya, Matsumoto, JapanTomohiro Kadota, Tokyo, JapanToshihiko Kakiuchi, Saga, JapanNaomi Kakushima, Tokyo, JapanKazuhiro Kamada, Kyoto, JapanLubna Kamani, Karachi, PakistanTakeshi Kamiya, Nagoya, JapanMotoyori Kanazawa, Sendai, JapanMotoyori Kanazawa, Sendai, JapanWei Kang, Hong Kong, ChinaAtsushi Kanno, Simotsuke, JapanManoj Kumar Kashyap, Gurgaon, IndiaChikatoshi Katada, Kyoto, JapanHiromi Kataoka, Nagoya, JapanTakehiko Katsurada, Sapporo, JapanHisayoshi Kawahara, Sakai, JapanNoriyuki Kawami, Tokyo, JapanNoboru Kawata, Nagaizumi, JapanEda Kaya, Bochum, GermanyTakaomi Kessoku, Narita, JapanJi Yoon Kim, Tokyo, JapanTetsu Kinjo, Okinawa, JapanYoshihiro Kishida, Hiroshima, JapanKoh Kitagawa, Nara, JapanKazuya Kitamura, Kanazawa, JapanRyosuke Kobayashi, Yokohama, JapanHirofumi Kogure, Tokyo, JapanTomoyuki Koike, Sendai, JapanCarina Ladeira, Lisbon, PortugalLouis H.S. Lau, Hong Kong, ChinaZohar Levi, Petah Tikva, IsraelJames Weiquan Li, Singapore, SingaporeXiaopin Lv, Guangxi, ChinaNoriaki Manabe, Okayama, JapanAnastasios Manolakis, Viopolis, GreeceTatsuhiro Masaoka, Tokyo, JapanTeppei Masunaga, Tokyo, JapanKeiji Matsuda, Tokyo, JapanAkihiro Matsumi, Okayama, JapanMinoru Matsuura, Tokyo, JapanJuntaro Matsuzaki, Tokyo, JapanHiroshi Mihara, Sapporo, JapanTatsunori Minamide, Shizuoka, JapanYosuke Minoda, Fukuoka, JapanMasashi Misawa, Yokohama, JapanYoshimasa Miura, Tokyo, JapanAkihiro Miyakawa, Chiba, JapanYasuhiko Mizuguchi, Tokyo, JapanMari Mizutani, Tokyo, JapanJoachim Moessner, Leipzig, GermanyHideki Mori, Tokyo, JapanYoshinori Morita, Kobe, JapanTomohiko Moriyama, Fukuoka, JapanShuntaro Mukai, Tokyo, JapanMakoto Naganuma, Osaka, JapanTakeo Naito, Sendai, JapanYosuke Nakai, Tokyo, JapanMasanao Nakamura, Nagoya, JapanJun Nakamura, Fukushima, JapanYoshiko Nakayama, Matsumoto, JapanAtsushi Nakayama, Tokyo, JapanKen Namikawa, Tokyo, JapanAtsushi Nishida, Otsu, JapanToshihiro Nishizawa, Narita, JapanKei Nomura, Tokyo, JapanYorinari Ochiai, Tokyo, JapanYohei Ogata, Sendai, JapanNoriaki Oguri, Tokyo, JapanTakeshi Okamoto, Chuo-ku, JapanKoichi Okamoto, Tokushima, JapanAkihiko Okamura, Tokyo, JapanMasaki Ominami, Osaka, JapanSatoshi Ono, Tokyo, JapanKazuhiro Ota, Takatsuki, JapanKoji Otani, Osaka, JapanZhi-Zhong Pan, Guangzhou, ChinaDavid Perdigoto, Coimbra, PortugalMichael Pohl, Bochum, GermanyMassimo Rugge, Padova, ItalyShoichi Saito, Tokyo, JapanMasahiro Saito, Tohoku, JapanEiji Sakai, Yokohama, JapanTomoki Sakakida, Kyoto, JapanTaku Sakamoto, Tokyo, JapanAki Sakatani, Asahikawa, JapanToshiyuki Sakurai, Tokyo, JapanFumisato Sasaki, Kagoshima, JapanYutaka Sasaki, Osaka, JapanYu Sasaki, Yamagata, JapanKen Sato, Hirosaki, JapanTilman Sauerbruch, Bonn, GermanyVincenzo Savarino, Genoa, ItalyAkinari Sawada, Osaka, JapanCarolin Victoria Schneider, Aachen, GermanyMarlene Schwarzfischer, Zurich, SwitzerlandFlorian G. Scurt, Magdeburg, GermanyKotaro Shibagaki, Izumo, JapanTomoyuki Shibata, Toyoake, JapanKento Shionoya, Tokyo, JapanTomohiro Shimada, Sendai, JapanYuto Shimamura, Melbourne, VIC, AustraliaYuichi Shimodate, Okayama, JapanShinichiro Shinzaki, Nishinomiya, JapanAkiko Shiotani, Kurashiki, JapanKazuo Shiotsuki, Yokohama, JapanYasutoshi Shiratori, Tokyo, JapanHironari Shiwaku, Fukuoka, JapanMitsushige Sugimoto, Yufu, JapanKen Sugimoto, Hamamatsu, JapanMitsuru Sugimoto, Fukushima, JapanNoriko Suzuki, London, UKHaruhisa Suzuki, Tokyo, JapanFujimasa Tada, Matsuyama, JapanTomomitsu Tahara, Toyoake, JapanTakashi Taida, Chiba, JapanMasahiro Tajika, Nagoya, JapanKenichi Takahashi, Sendai, JapanAyaka Takasu, Tokyo, JapanYusaku Takatori, Tokyo, JapanHidetoshi Takedatsu, Fukuoka, JapanMitsuhiro Takeno, Kawasaki, JapanYoji Takeuchi, Maebashi, JapanFumio Tanaka, Osaka, JapanHidenori Tanaka, Hiroshima, JapanIppei Tanaka, Tokyo, JapanHailin Tang, Guangzhou, ChinaTetsuya Tatsuta, Hirosaki, JapanAndreas Teufel, Heidelberg, GermanyToru Tochigi, Chiba, JapanKeiichi Tominaga, Mibu, JapanKazunari Tominaga, Takatsuki, JapanLuigi Tornillo, Allschwil, SwitzerlandYosuke Toya, Yahaba, JapanTakashi Toyonaga, Kobe, JapanJoel Troya, Würzburg, GermanyPing-Huei Tseng, Teipei, TaiwanMomoko Tsuda, Sapporo, JapanYosuke Tsuji, Tokyo, JapanT. Tsujikawa, Kohka, JapanKazuhiko Uchiyama, Kyoto, JapanNoriya Uedo, Osaka, JapanYuji Urabe, Hiroshima, JapanDeepak Vangala, Bochum, GermanyTsvetelina Velikova, Sofia, BulgariaPeriyannan Velu, Tamil Nadu, IndiaMarcel Vetter, Erlangen, GermanyMichael Vieth, Bayreuth, GermanyAnnamalai Vijayalakshmi, Tamil Nadu, IndiaDaniel von Renteln, Montreal, QC, CanadaMasafumi Wada, Fukuoka, JapanToshiyuki Wakatsuki, Okayama, JapanLai Mun Wang, Singapore, SingaporeTakao Watanabe, Matsuyama, JapanMasayuki Watanabe, Tokyo, JapanKazuhiro Watanabe, Sendai, JapanUwe Weickert, Heilbronn, GermanyMarkus Wilhelmi, Frankfurt, GermanyLialian Wu, Wuhan, ChinaTakeshi Yamada, Tokyo, JapanDaisuke Yamaguchi, Saga, JapanTakatsugu Yamamoto, Tokyo, JapanKeiko Yamamoto, Hokkaido, JapanKenjiro Yamamoto, Tokyo, JapanTakashi Yamamura, Nagoya, JapanYasushi Yamasaki, Okayama, JapanTakeshi Yasuda, Akashi, JapanEtsuro Yazaki, London, UKMasao Yoshida, Shizuoka, JapanShigeto Yoshida, Hiroshima, JapanShunsuke Yoshii, Osaka, JapanShinji Yoshii, Sapporo, JapanTetsuya Yoshizaki, Kobe, JapanHon Chi Yip, Hong Kong, ChinaTiejun Zhang, Shanghai, ChinaXiaochen Zhang, Tokyo, JapanJiabin Zhou, Wuhan, 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 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 | 0.001 |
| 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) | 0.000 | 0.001 |
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 teacher head, 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".