Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for the ongoing support in reviewing manuscripts for Kidney and Blood Pressure Research:Deborah Bachtold Adey, San Francisco, CA, USACarlo Maria Alfieri, Milan, ItalyNevison Annang, Caserta, ItalyMustafa Arici, Ankara, TurkeyAyse Serra Artan, Istanbul, TurkeyFilippo Aucella, San Giovanni Rotondo, ItalyMatthew Bailey, Edinburgh, UKOlga Balafa, Ioannina, GreeceFellype Carvalho Barreto, Curitiba, BrazilYuri Battaglia, Verona, ItalyVincenzo Bellizzi, Caserta, ItalyGeraldo Bezerra da Silva Junior, Fortaleza, BrazilCharles Blijdorp, Rotterdam, The NetherlandsRosa Amalia Bobadilla-Lugo, Mexico City, MexicoMickaël Bobot, Marseille, FranceDavide Bolignano, Reggio di Calabria, ItalyBenedetta Bussolati, Turin, ItalyAlessandro Capitanini, Florence, ItalyGiovanna Capolongo, Naples, ItalyKehong Chen, Chongqing, ChinaYuanhan Chen, Guangzhou, ChinaYen-Ling Chiu, Taipei, TaiwanSungjin Chung, Seoul, Republic of KoreaJonathan L. Ciofani, London, UKLuigi Cirillo, Florence, ItalyErica Clinkenbeard, Indianapolis, IN, USANaomi Clyne, Lund, SwedenKeren Cohen-Hagai, Kfar Saba, IsraelSalvatore Coppola, Caserta, ItalyGiuseppe Coppolino, Catanzaro, ItalyGuillaume Courbon, St. Etienne, FranceAdrian Covic, Iasi, RomaniaGene Crislip, Gainesville, FL, USAMatija Crnogorac, Zagreb, CroatiaMariavittoria D. Acierno, Aarhus, DenmarkLetizia De Chiara, Florence, ItalyAntonio de Donato, Ariano Irpino, ItalyLucia Del Vecchio, Rome, ItalyPriyanka Devarakonda, Naples, ItalyCharles J. Diskin, Opelika, AL, USARobert Ekart, Maribor, SloveniaDominique Eladari, Lille, FranceCorina-Daniela Ene, Bucharest, RomaniaCiro Esposito, Pavia, ItalyEleni Estamellou, Aachen, GermanyCristina Esteva Font, Aarhus, DenmarkYunlin Feng, Chengdu, ChinaMin Feng, Guangzhou, ChinaPaolo Ferrari, Lugano, SwitzerlandLuigi Ferraro, Pisa, ItalyFrancesco Fici, Salamanca, SpainAndreja Figurek, Zurich, SwitzerlandMarco Fiorentino, Bari, ItalyMatteo Floris, Cagliari, ItalyCasper Franssen, Groningen, The NetherlandsAlessandra Fucci, Ariano Irpino, ItalyCarlo Garofalo, Naples, ItalyPedro Paulo Gattai, São Paulo, BrazilFederica Genovese, Herlev, DenmarkAntonietta Gigante, Rome, ItalySrinivasavaradan Govindarajan, Vellore, IndiaValeria Grandinetti, Bologna, ItalyNeha Gupta, Ariano Irpino, ItalyJeffrey Ha, Sydney, NSW, AustraliaGaye Hafez, Istanbul, TurkeyRasha Youssef Hagag, Tanta, EgyptTakashi Hara, Iizuka, JapanSudesh Premchund Hariparshad, Durban, South AfricaNuri Baris Hasbal, Istanbul, TurkeyZbigniew Heleniak, Gdańsk, PolandJian Hou, Guangzhou, ChinaAnna Iervolino, Naples, ItalyHidekazu Ikeuchi, Maebashi, JapanPedro Henrique Imenez Silva, Rotterdam, The NetherlandsHiroaki Io, Tokyo, JapanRaafiah Izhar, Naples, ItalyNa Jiang, Shanghai, ChinaJermaine Johnston, Gainesville, FL, USANadine Kaesler, Aachen, GermanyMarta Kalousova, Prague, Czech RepublicAtsuhiro Kanno, Sendai, JapanTsuyoshi Kawabata, Nagasaki, JapanDana Kim, Bangaroo, NSW, AustraliaKittrawee Kritmetapak, Khon Kaen, ThailandAndreas Kronbichler, Innsbruck, AustriaMariusz Kusztal, Wrocław, PolandTai-Shuan Lai, Taipei, TaiwanChiara Livia Lanzani, Milan, ItalyMichael W. Lee, Hanover, NH, USAMoshe Levi, Washington, DC, USAZi Li, Chengdu, ChinaJianing Li, Chengdu, ChinaPer Liss, Uppsala, SwedenShuangxin Liu, Guangzhou, ChinaFanna Liu, Guangzhou, ChinaGianmarco Lombardi, Verona, ItalyCasper F.M., Groningen, The NetherlandsUmberto Maggiore, Parma, ItalyJolanta Malyszko, Warsaw, PolandFabio Manfredini, Ferrara, ItalyLajos Marko, Berlin, GermanyYukio Maruyama, Tokyo, JapanPearl Nakimera Masembe, Naples, ItalyAlmudena Mateos-Dávila, Barcelona, SpainThomas Mavrakanas, Montreal, QC, CanadaSandro Mazzaferro, Rome, ItalyAndrea Melluso, Termoli, ItalyGabriella Misso, Naples, ItalyYasuhiro Mochida, Kamakura, JapanHidekazu Moriya, Kamakura, JapanShan Mou, Shanghai, ChinaBruna Bellincanta Nicoletto, Caxias do Sul, BrazilHiroaki Ogata, Tokyo, JapanAko Oiwa, Nagano, JapanMaria Oliveira-Souza, São Paulo, BrazilSavas Ozturk, Istanbul, TurkeyRoberta Passaro, Naples, ItalyAnna Chiara Pastore, Lecce, ItalyGanesh Pathare, Zurich, SwitzerlandDavid Penton, Zurich, SwitzerlandAlessandra F. Perna, Naples, ItalyAndrea Perrottelli, Naples, ItalyGiovanni Piva, Ferrara, ItalyFrancesco Pizzarelli, Florence, ItalyPaola Pontrelli, Bari, ItalyMarco Pozzato, Turin, ItalyMichele Provenzano, Bologna, ItalyDanilo Radunovic, Podgorica, MontenegroGianpaolo Reboldi, Perugia, ItalyGiuseppe Regolisti, Parma, ItalyAlexander Ritter, St. Gallen, SwitzerlandSiverio Rotondi, Rome, ItalyIvan Rychlik, Prague, Czech RepublicBibhuti Ballav Saikia, Edison, NJ, USAManpreet Saini, Palamu, IndiaMahdi Salih, Rotterdam, The NetherlandsAntonio Santoro, Bologna, ItalyAlfonso H. Santos, Gainesville, FL, USADaniel Schneditz, Graz, AustriaSavino Sciascia, Turin, ItalyFloriana Secondulfo, Naples, ItalySabarinath Shanmugham, Tiruppur, IndonesiaMariadelina Simeoni, Naples, ItalyGoce Spasovski, Skopje, MacedoniaTarak Srivastava, Columbia, MO, USALaura Stefani, Florence, ItalyIoannis Stefanidis, Larissa, GreecePawel Strozecki, Bydgoszcz, PolandYoko Suzumoto, Ariano Irpino, ItalyMasato Takeuchi, Shizuoka, JapanVladimir Tesar, Prague, Czech RepublicTeerawat Thanachayanont, Bangkok, ThailandFrancesco Trevisani, Rome, ItalyGiovanni Tripepi, Pisa, ItalySatoru Tsujii, Tenri, JapanYu Tung-Min, Taichung, TaiwanIfeoma I. Ulasi, Nsukka, NigeriaGiuseppe Vezzoli, San Raffaele, ItalyAntonio Villanova, Naples, ItalyRui Vitorino, Porto, PortugalAndreas Vychytil, Vienna, AustriaCheng Wang, Zhuhai, ChinaMengyun Xiao, Xining, ChinaSuguru Yamamoto, Niigata, JapanIzabela Zakrocka, Lublin, PolandPasquale Zamboli, Naples, ItalyHongmei Zhang, Hangzhou, ChinaGuangyuan Zhang, Milwaukee, WI, USABin Zhu, Hangzhou, ChinaCarmine Zoccali, Reggio Calabria, Italy
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.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.004 |
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 it