Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for the ongoing support in reviewing manuscripts for Nephron:Deborah Adey, San Francisco, CA, USAHanne Agerskov, Odense, DenmarkJessy J. Alexander, New York, NY, USAFranca Anglani, Padua, ItalyAyse Serra Artan, Istanbul, TurkeyYavuz Ayar, Bursa, TurkeyJonathan Barasch, New York, NY, USAYuri Battaglia, Verona, ItalyTomasz Beben, San Diego, CA, USAFrank Bienaime, Paris, FranceAnn Bonner, Southport, QLD, AustraliaLeanne Brown, St Lucia, QLD, AustraliaAstrid Brys, Gent, BelgiumGuangyan Cai, Beijing, ChinaFabiola Carrara, Bergamo, ItalyCamillo Carrara, Bergamo, ItalyClaire Carswell, York, UKDomenico Cerullo, Milan, ItalyArlene Chapman, Chicago, IL, USATingyu Chen, Chengdu, ChinaWisit Cheungpasitporn, Rochester, MN, USASteven Coca, New York, NY, USACamille Cohen, Paris, FrancePaolo Cravedi, New York, NY, USAJosep Maria Cruzado, Barcelona, SpainMaria Da Silva-Gane, Stevenage, UKAnne Dawnay, London, UKPierre Delanaye, Liege, BelgiumConstantinos Deltas, Nicosia, CyprusEkrem Dogan, Decatur, GA, USAJie Dong, Beijing, ChinaNicolas Dupont, Paris, FranceRobert Ekart, Maribor, SloveniaBeatriz Escamilla Cabrera, La Laguna, SpainTeresa Fidalgo, Coimbra, PortugalJeanette Finderup, Aarhus, DenmarkAlessia Fornoni, Miami, FL, USAWinston Fung, Hong Kong, ChinaPedro Paulo Gattai Gomes, Sao Paulo, BrazilAnthony Gerlach, Columbus, OH, USAGian Marco Ghiggeri, Genova, ItalyRodney D. Gilbert, Southampton, UKBenjamin Griffin, Iowa City, IA, USAJosep M. Grinyó, Barcelona, SpainAnders Grubb, Lund, SwedenDorothee Guenzel, Berlin, GermanyHa Phan Hai An, Hanoi, VietnamYoshifumi Hamasaki, Tokyo, JapanYutaka Harita, Tokyo, JapanErum A. Hartung, Philadelphia, PA, USANaoki Hayase, Bethesda, MD, USADomingo Hernandez, Tenerife, SpainMads Hornum, Copenhagen, DenmarkAtsuko Ikemori, Kawasaki, JapanTatsuyoshi Ikenoue, Kyoto, JapanBarbara Imberti, Bergamo, ItalyFilippo Ingoglia, Salt Lake City, UT, USAMasao Iwagami, Ibaraki, JapanKazuhiro P. Izawa, Kobe, JapanKenar Jhaveri, Great Neck, NY, USAMichael Joannidis, Innsbruck, AustriaHee-Yeon Jung, Daegu, Republic of KoreaKeiko Kabasawa, Niigata, JapanSabine Karam, Minneapolis, MN, USAMalgorzata Kasztan, Birmingham, AL, USAThomas Kitzler, Montreal, QC, CanadaBarbara Mara Klinkhammer, Aachen, GermanyAzusa Kobayashi, Nagoya, JapanMartin Konrad, Munster, GermanyAlison Kriegel, Milwaukee, WI, USANoriaki Kurita, Fukushima, JapanJia Liang Kwek, Singapore, SingaporeGaetano La Manna, Bologna, ItalySilvia Lai, Rome, ItalyIvo Laranjinha, Lisbon, PortugalMoshe Levi, Washington, DC, USALinzi Li, Atlanta, GA, USAChristoph Licht, Toronto, ON, CanadaCynthia Ciwei Lim, Singapore, SingaporeBeata S. Lipska-Ziętkiewicz, Gdansk, PolandSebastian Loos, Hamburg, GermanyFrancesca Lugani, Genova, ItalyNuttha Lumlertgul, Bangkok, ThailandJan Malik, Prague, Czech RepublicFrancesca Mari, Siena, ItalyHelge Martens, Hannover, GermanyLaura Massella, Rome, ItalyBrendan McCormack, Sydney, NSW, AustraliaSatoru Mitsuboshi, Niigata, JapanTakamasa Miyauchi, Kawasaki, JapanToshiyuki Mizota, Kyoto, JapanEnrique Morales, Madrid, SpainWilliam Morello, Milan, ItalyMarina Morigi, Bergamo, ItalyShan Mou, Shanghai, ChinaEzio Movilli, Brescia, ItalyMuhammed Mubarak, Karachi, PakistanSyed Munib, Peshawar, PakistanYoko Narasaki, Irvine, CA, USAKar Hui Ng, Singapore, SingaporeHiroki Nishiwaki, Yokohama, JapanHelen Noble, Belfast, UKMarina Noris, Ranica, ItalyMichał Nowicki, Lodz, PolandYun Kyu Oh, Seoul, Republic of KoreaSebastian Oltean, Exeter, UKMegumi Oshima, Kanazawa, JapanMalina Osman, Serdang, MalaysiaSavas Ozturk, Istanbul, TurkeyBabu J. Padanilam, New York, NY, USAGregory Papagregoriou, Nicosia, CyprusAanand A. Patel, Seattle, WA, USASwathi Pathadka, Tokyo, IndiaNorberto Perico, Bergamo, ItalyLuca Perico, Milan, ItalyMichele Provenzano, Bologna, ItalyLouise Purtell, Brisbane, QLD, AustraliaRajesh Raj, Launceston, TAS, AustraliaSuresh Ramakrishnan, Heidelberg, GermanyAndrea Remuzzi, Bergamo, ItalyMiriam Rigoldi, Bergamo, ItalyDana Rizk, Birmingham, AL, USASimon D. Roger, Gosford, NSW, AustraliaBarbara Ruggiero, Rome, ItalyMoin Ahson Saleem, Bristol, UKManpreet Samra, Hines, USAPaul Sanders, Birmingham, AL, USASho Sasaki, Kyoto, JapanEiichiro Satake, Boston, MA, USASimon Sawhney, Foresterhill, UKJohn Andrew Sayer, Newcastle upon Tyne, UKJeffrey Schelling, Cleveland, OH, USANicole Scholes-Robertson, Sydney, NSW, AustraliaNicholas Selby, Nottingham, UKGeorge S. Sfyroeras, Athens, GreeceSatinder Singh, Tucson, AZ, USAManuela Spagnuolo, Paris, FranceStuart M. Sprague, Evanston, IL, USARobert Steiner, La Jolla, CA, USABenedicte Stengel, Bordeaux, FranceRichard Sterns, Rochester, NY, USAVeronica Strini, Padua, ItalyYusuke Suzuki, Bunkyo-ku, JapanMaria Szczepańska, Zabrze, PolandKatsuyuki Tanabe, Okayama, JapanHiroshi Tanaka, Hirosaki, JapanElisabeth Tatscher, Graz, AustriaAlessandra Terracciano, Rome, ItalySjoerd Timmermans, Maastricht, The NetherlandsEmilie Trinh, Montreal, QC, CanadaPiera Trionfini, Milan, ItalyToshiaki Usui, Tsukuba, JapanNatasa Marcun Varda, Maribor, SloveniaAnil Vasudevan, Bangalore, IndiaLuigi Vernaglione, Brindisi, ItalyFrancois Verrey, Zurich, SwitzerlandJose Mauro Vieira Jr., Sao Paulo, BrazilBojan Vujkovac, Slovenj Gradec, SloveniaBrent Wagner, Albuquerque, NM, USAWanting Weng, Singapore, SingaporeWilliam L. Whittier, Chicago, IL, USAFan Wu, Guangzhou, ChinaHenry H. L. Wu, Sydney, NSW, AustraliaXiao Yang, Guangzhou, ChinaXiaobing Yang, Guangzhou, ChinaMon-Wei Yu, New York, NY, USALadan Zand, Rochester, MN, USAFrancesca Zanoni, Verone, ItalyCaihong Zeng, Nanjing, ChinaZhaoxia Zhang, Tianjin, ChinaHao Zhang, Changsha, ChinaXujie Zhou, Beijing, 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 | 0.029 | 0.270 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 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 | 0.010 |
| Insufficient payload (model declined to judge) | 0.267 | 0.184 |
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".