Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Nephron:Dwomoa Adu, Accra, GhanaHanne Agerskov, Sønderborg, DenmarkChristof Aigner, Vienna, AustriaMarina Aksenova, Moscow, RussiaGulali Aktas, Bolu, TurkeyFranca Anglani, Padova, ItalyAyse Serra Artan, Istanbul, TurkeyFerruh Artunc, Tübingen, GermanyYavuz Ayar, Yıldırım, TurkeyMatthew C. Babcock, Aurora, CO, USAİsmail Baloğlu, Konya, TurkeyMasataka Banshodani, Hiroshima, JapanYuri Battaglia, Verona, ItalyAndy Beare, London, UKPaul Nathan Bennett, Melbourne, VIC, AustraliaPaul Bennett, Brisbane, QLD, AustraliaRajendra Bhimma, Durban, South AfricaAnthony John Bleyer, Winston-Salem, NC, USAMelissa Bloomer, Brisbane, QLD, AustraliaLeanne Brown, Hervey Bay, QLD, AustraliaFengxiao Bu, Chengdu, ChinaMichel Burnier, Lausanne, SwitzerlandGuangyan Cai, Beijing, ChinaYasar Caliskan, Saint Louis, MO, USAAugusto Cama-Olivares, Birmingham, AL, USANur Canpolat, Istanbul, TurkeyGiovambattista Capasso, Naples, ItalySerena Capelli, Milan, ItalyAnna Caroli, Ranica, ItalyClaire Carswell, York, UKFederica Casiraghi, Bergamo, ItalyTeresa Cavero, Madrid, SpainTiffany Caza, Little Rock, AR, USAJorge Cerda, Albany, NY, USAChia-Ter Chao, Taipei, TaiwanYuna Chen, Guangzhou, ChinaWen Chih Chiang, Taipei, TaiwanJoseph Chilcot, London, UKHae Yoon Grace Choung, Los Angeles, CA, USAPaul T. Conway, Tampa, FL, USASabrina Corbetta, Milan, ItalyMonica Cortinovis, Milan, ItalyPaolo Cravedi, New York, NY, USAJosep Maria Cruzado, Barcelona, SpainMaria Da Silva-Gane, Stevenage, UKShashank Dadsena, Heidelberg, GermanyHabib A. Dakik, Beirut, LebanonPierre Delanaye, Liège, BelgiumPaul DerMesropian, Albany, NY, USANavin Kumar Devaraj, Serdang, MalaysiaKent Doi, Tokyo, JapanZheng Dong, Augusta, GA, USANicola D’Souza, Perth, WA, AustraliaNicolas Dupont, Paris, FranceLaura Econimo, Brescia, ItalyRobert Ekart, Maribor, SloveniaAlparslan Ersoy, Bursa, TurkeyEric Feraille, Geneva, SwitzerlandSandro Feriozzi, Rome, ItalyCharles Ferro, Birmingham, UKJohw W. Foreman, Durham, NC, USAEleonora Forte, Chicago, IL, USAAkiko Fujii, Kaga, JapanWinston Fung, Hong Kong, ChinaLorenzo Gallon, Chicago, IL, USAAnthony Gerlach, Columbus, OH, USAGian Marco Ghiggeri, Genova, ItalyElvira Gosmanova, Memphis, TN, USAJosep M. Grinyó, Barcelona, SpainRhanye MacGuad, Inanam, MalaysiaDorothee Guenzel, Berlin, GermanyEduardo Gutierrez, Madrid, SpainGeeta Gyamlani, Memphis, TN, USADeirdre Hahn, Sydney, NSW, AustraliaHa Phan Hai An, Hanoi, VietnamJan Halbritter, Berlin, GermanyAhmed Hamai, Paris, FranceYoshifumi Hamasaki, Tokyo, JapanSatoshi Hara, Kanazawa, JapanShigeo Hara, Kobe, JapanHiroshi Harada, Sapporo, JapanDomingo Hernandez, Tenerife, SpainYokoyama Hitoshi, Uchinada, JapanJulia Hoefele, Munich, GermanyKazuho Honda, Tokyo, JapanMads Hornum, Copenhagen, DenmarkMia Horowitz, Tel Aviv, IsraelIvica Horvatic, Zagreb, CroatiaTakahiro Imaizumi, Nagoya, JapanTrond Geir Jensen, Oslo, NorwayRichard Johnson, Aurora, CO, USAKiwook Jung, Cheongju-si, Republic of KoreaNaushad Ali Junglee, Cardiff, UKYukiko Kanetsuna, Atami, JapanHiroshi Kitamura, Chiba, JapanHiroki Kobayashi, Tokyo, JapanArisa Kobayashi, Kyoto, JapanAzusa Kobayashi, Nagoya, JapanShiho Kosaka, Tokyo, JapanKo-Lin Kuo, New Taipei, TaiwanDirk Kuypers, Leuven, BelgiumJeffrey Laurence, New York, NY, USAAbigail Charlotte Lay, Manchester, UKDavid Leehey, Maywood, IL, USAMalte Lenders, Munster, GermanyYongtian Liang, Berlin, GermanyJeong-Hoon Lim, Daegu, Republic of KoreaFrancesca Lugani, Genova, ItalyValerie Luyckx, Zurich, SwitzerlandMaria Marmenezes, Lisbon, PortugalKosuke Masutani, Fukuoka, JapanKentaro Matsuoka, Tokyo, JapanCaterina Mele, Milan, ItalyAlberto Mella, Turin, ItalyPiergiorgio Messa, Milan, ItalyKenichiro Miura, Tokyo, JapanYoshitaka Miyaoka, Shinju-ku, JapanIchiro Mizushima, Kanazawa, JapanEnrique Morales, Madrid, SpainWilliam Morello, Milan, ItalyMarina Morigi, Bergamo, ItalyShan Mou, Shanghai, ChinaMuhammed Mubarak, Karachi, PakistanElmi Muller, Bellville, South AfricaDominik Müller, Berlin, GermanyMinoru Murakami, Nagano, JapanKoya Nagase, Nagoya, JapanTomoko Namba-Hamano, Osaka, JapanGiliane Nanchen, Lausanne, SwitzerlandKar Hui Ng, Singapore, SingaporeKathy Nicholls, Parkville, AustraliaShinichi Nishi, Miki-shi, JapanHiroki Nishiwaki, Yokohama, JapanHelen Noble, Belfast, UKAlbina Nowak, Zurich, SwitzerlandMichał Nowicki, Łódź, PolandYasuhiro Oda, Tokyo, JapanHideyo Oguchi, Tokyo, JapanY.K. Oh, Seoul, Republic of KoreaKazumasa Oka, Nishinomiya, JapanTatsufumi Oka, Osaka, JapanJoão Paulo Ferreira da Silva Oliveira, Porto, PortugalSilvia Orisio, Bergamo, ItalyPaula Ormandy, Salford, UKRagnar Palsson, Boston, MA, USASwathi Pathadka, Karnataka, IndiaLuca Perico, Milan, ItalyAnnalisa Perna, Milan, ItalyManuel Alfredo Podestà, Milan, ItalyLuca Rampoldi, Milan, ItalyThomas Rauen, Aachen, GermanyPiero Luigi Ruggenenti, Bergamo, ItalyBarbara Ruggiero, Rome, ItalyJakub Ruszkowski, Gdańsk, PolandAmrik Sahota, Piscataway, NJ, USAKen Saida, Boston, MA, USAKen Sakai, Toho, JapanMinoru Sakuragi, Kyoto, JapanJusto Sandino Perez, Madrid, SpainJudy Savige, Melbourne, VIC, AustraliaClaes Schalen, Lund, SwedenKara Schick-Makaroff, Alberta, AB, CanadaRaphael Schiffmann, Fort Worth, TX, USANicole Scholes-Robertson, Sydney, NSW, AustraliaMai Sekine, Tokyo, JapanAmir Shabaka, Madrid, SpainAkira Shimizu, Tokyo, JapanTomokazu Shimizu, Tokyo, JapanKara Short, Birmingham, AL, USASatinder Singh, Spokane, WA, USASoeren Soerensen, Kobenhavn, DenmarkHenning Søndergaard, Taastrup, DenmarkAndrea Spasiano, Verona, ItalyRobert Steiner, San Diego, CA, USAVeronica Strini, Padova, ItalyAsami Takeda, Nakamura-ku, JapanTatsu Tanabe, Sapporo, JapanKazuki Tanaka, Ōbu, JapanYoshitaka Tatematsu, Nagoya, JapanLieketer Steeg, Nijmegen, The NetherlandsSjoerd Timmermans, Maastricht, The NetherlandsMatias Trillini, Ranica, ItalyChang-Youh Tsai, Taipei, TaiwanDelphine Tuot, San Francisco, CA, USAVolker Vallon, La Jolla, CA, USAAnil Vasudevan, Bangalore, IndiaZeljka Veceric Haler, Ljubljana, SloveniaSree Krishna Venuthurupalli, Brisbane, QLD, AustraliaLuigi Vernaglione, Brindisi, ItalyEnrico Vidal, Padova, ItalyAntonia Vlahou, Athens, GreeceTakehiko Wada, Tokyo, JapanStephen Waldek, Sunderland, UKZiheng Wang, Jiangsu, ChinaAngela Yee-Moon Wang, Singapore, SingaporeScott Edward Wenderfer, Vancouver, BC, CanadaMichael West, Halifax, NS, CanadaKioa L. Wijnsma, Nijmegen, The NetherlandsHenry H.L. Wu, Sydney, NSW, AustraliaFan Wu, Guangzhou, ChinaIzumi Yamamoto, Minato-ku, JapanXiao Yang, Guangzhou, ChinaAnupama YJ, Shivamogga, IndiaCai Hong Zeng, Nanjing, ChinaFan Zhang, Shanghai, ChinaBo Zhang, Nanjing, ChinaJian Xi Zhu, Nanjing, 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 | 0.027 | 0.246 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.009 | 0.005 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.022 | 0.013 |
| Open science | 0.006 | 0.010 |
| Research integrity | 0.007 | 0.010 |
| Insufficient payload (model declined to judge) | 0.275 | 0.190 |
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".