Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Blood Purification:Claudia Altobelli, Naples, ItalyAngel Argiles, Montpellier, FranceJaksa Babel, Zagreb, CroatiaMing Bai, Xian, ChinaIan C. Baldwin, Melbourne, VIC, AustraliaMartin Balik, Prague, Czech RepublicDavid Ballesteros, Popayán, ColombiaMasataka Banshodani, Hiroshima, JapanVincenzo Barbera, Colleferro, ItalySimona Barbuto, Bologna, ItalyRajit K. Basu, Chicago, IL, USAYuri Battaglia, Verona, ItalyMax Bell, Stockholm, SwedenAlessandro Belletti, Milan, ItalyRomuald Bellmann, Innsbruck, AustriaRinaldo Bellomo, Melbourne, VIC, AustraliaClaudia Benedetti, Bassano del Grappa, ItalyShailesh Bihari, Bedford Park, SA, AustraliaLaurent Bitker, Lyon, FranceGabriella Bottari, Rome, ItalyMarcus Broman, Malmö, SwedenEmanuele Buccione, Pescara, ItalyJames Burton, Leicester, UKIsrael Campos, Morelia, MexicoBernard J.M. Canaud, Montpellier, FranceXuesen Cao, Shanghai, ChinaAlessandro Capitanini, Pistoia, ItalyNiccolò Castellani Nicolini, Pisa, ItalyJorge Cerda, Albany, NY, USAGiovanni Ceschia, Padua, ItalyNicolas Chardon, Lyon, FranceLing Chen, Shanghai, ChinaWisit Cheungpasitporn, Rochester, MN, USAKai Ming Chow, Hong Kong, ChinaHorng-Ruey Chua, Buona Vista, SingaporeEdward Clark, Ottawa, ON, CanadaRolando Claure-Del Granado, Cochabamba, BoliviaGerard Cortina, Innsbruck, AustriaMario Cozzolino, Milan, ItalySalvatore Lucio Cutuli, Rome, ItalyMarco Daverio, Padova, ItalySilvia De Rosa, Trento, ItalyFilip De Somer, Gent, BelgiumGreet De Vlieger, Leuven, BelgiumJeffrey Della Volpe, San Antonio, TX, USADemet Demirkol, Istanbul, TurkeyErkan Dervisoglu, Istanbul, TurkeyMarina Di Luca, Pesaro, ItalyLuca Di Lullo, Ariccia, ItalyFrancesca Di Mario, Parma, ItalyKent Doi, Hongo, JapanGabriele Donati, Modena, ItalyEnnio Duranti, Arezzo, ItalySertaridou Eleni, Alexandroupoli, GreecePasquale Esposito, Genoa, ItalyPaolo Fabbrini, Milan, ItalyWei Fang, Shanghai, ChinaMarco Fiorentino, Bari, ItalyJohn M. Flack, Springfield, IL, USAFrancisco Flores, Cincinatti, OH, USAMatteo Floris, Cagliari, ItalyDana Y. Fuhrman, Pittsburgh, PA, USATaku Furukawa, Melbourne, VIC, AustraliaIgnacio Gacítua, Santiago, ChileAndrea Galassi, Milan, ItalyJoana Gameiro, Lisbon, PortugalJianjun Gao, Beijing, ChinaCarlo Garofalo, Naples, ItalyMichael J. Germain, Springfield, IL, USANoel Gibney, Edmonton, AB, CanadaStuart L. Goldstein, Cincinnati, OH, USAJakob Gubensek, Ljubljana, SloveniaGabriele Guglielmetti, Novara, ItalyMaria Gabriela Motta Guimarães, Salvador, BrazilOzkan Gungor, Kahramanmaras, TurkeyFrancesco Guzzi, Prato, ItalyMichael Haase, Magdeburg, GermanyHirokazu Honda, Tokyo, JapanRen Hongqi, Xuzhou, ChinaThomas Tao-Min Huang, Taipei, TaiwanNicole Hunfeld, Rotterdam, The NetherlandsFaeq Husain-Syed, Giessen, GermanyOlesya Ilkun, Gainesville, FL, USARita Jacobs, Edegem, BelgiumYanfang Jiang, Changchun, ChinaMichael Joannidis, Innsbruck, AustriaAadil Kakajiwala, Washington, DC, USAKianoush Kashani, Rochester, MN, USAMehdi Kashani, Rochester, MN, USARumeyza Kazancioglu, Istanbul, TurkeyAmir Kazory, Gainesville, FL, USADmytro Khadzhynov, Berlin, GermanyPaul Köglberger, Wels, AustriaAnne Kolko, Paris, FranceAndreas Körtge, Rostock, GermanyJay Koyner, Chicago, IL, USAThomas Langer, Monza, ItalyGeorg Lehner, Innsbruck, AustriaIlona Lemagnen, Lausanne, SwitzerlandYuehong Li, Beijing, ChinaYupei Li, Chengdu, ChinaYen-Chung Lin, Taipei, TaiwanBengt Lindholm, Stockholm, SwedenJuanjuan Liu, Tianjin, ChinaCarlo Lomonte, Bari, ItalyNuttha Lumlertgul, Bangkok, ThailandRajasekara Chakravarthi Madarasu, Hyderabad, IndiaMatteo Marcello, Vicenza, ItalyMarita Marengo, Cuneo, ItalyFilippo Mariano, Torino, ItalyDavide Marturano, Vicenza, ItalyYukio Maruyama, Tokyo, JapanIkuto Masakane, Yamagata, JapanGonzalo Matzumura, Saint Louis, MO, USATimo Mayerhöfer, Innsbruck, AustriaBairbre McNicholas, Galway, IrelandBjorn Meijers, Leuven, BelgiumShina Menon, Palo Alto, CA, USAMassimiliano Migliori, Lido di Camaiore, ItalySteffen Mitzner, Rostock, GermanyZsolt Molnar, Budapest, HungaryCéline Monard, Lyon, FranceOlivier Moranne, Nimes, FranceDavid Morgan, Murdoch, WA, AustraliaTheresa Mottes, Houston, TX, USAEzio Movilli, Brescia, ItalyMaria-Jimena Mucino-Bermejo, Mexico City, MexicoRaghavan Murugan, Pittsburgh, PA, USAFederico Nalesso, Padova, ItalyTara M. Neumayr, Saint Louis, MO, USAFelipe Costa Neves, Salvador, BrazilJavier Neyra, Birmingham, AL, USAFrancesco Nobile, Venice, ItalyTetsu Ohnuma, Durham, NC, USAShahed Omar, Johannesburg, South AfricaJun-Ichi Ono, Kurashiki, JapanMarlies Ostermann, London, UKXie Pan, Chongqing, ChinaVincenzo Panichi, Pisa, ItalyRogerio Passos, Sao Paulo, BrazilGianluca Paternoster, Potenza, ItalyZhiyong Peng, Wuhan, ChinaXosé Fernandez Perez, Barcelona, SpainJacky Potier, Cherbourg, FranceVedran Premuzic, Zagreb, CroatiaAntonino Previti, Santorso, ItalyJohn R. Prowle, London, UKGonzalo Ramírez-Guerrero, Talcahuano, ChileOleksa Gregory Rewa, Edmonton, AB, CanadaZaccaria Ricci, Firenze, ItalyThomas Rimmelé, Lyon, FranceKevin Roedl, Hamburg, GermanyGregorio Romero-González, Pamplona, SpainStefano Santarelli, Jesi, ItalyAntonio Santoro, Bologna, ItalyDaniel Schneditz, Graz, AustriaDavid T. Selewski, Little Rock, AR, USAConcetto Sessa, Ragusa, ItalyRita Sheth, Loma Linda, CA, USADorota Sikorska, Poznan, PolandBernd G. Stegmayr, Umeå, SwedenAmy E. Strong, Iowa City, IA, USAJordan Symons, Seattle, WA, USAAkihito Tanaka, Nagoya, JapanJames Tattersall, Leeds, UKJoao Pedro Teixeira, Albuquerque, NM, USABaptiste Thibault, Lyon, FranceCharat Thongprayoon, Rochester, MN, USAMassimo Torreggiani, Le Mans, FranceHugo Touw, Nijmegen, The NetherlandsMing-Yen Tsai, Kaohsiung, TaiwanDominik Uehlinger, Bern, SwitzerlandTushar Vachharajani, Cleveland, OH, USAJasmin Vesga, Bogotá, ColombiaEnrico Vidal, Padua, ItalyGianluca Villa, Florence, ItalyRon Wald, Toronto, ON, CanadaLi Wang, Chengdu, ChinaAndre Weigert, Lisbon, PortugalChongxiang Xiong, Guangzhou, ChinaQi Xu, Gainesville, FL, USAYu-Chang Yeh, Taipei, TaiwanLenar Yessayan, Ann Arbor, MI, USAXiaofang Yu, Shanghai, ChinaMonica Zanella, Vicenza, ItalyMatthias Zeiler, Ascoli Piceno, ItalySiyao Zeng, Harbin, ChinaLaura Zeppilli, Rome, ItalyWen Zhang, Shanghai, ChinaJianzhou Zou, 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 | 0.018 | 0.167 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.007 | 0.004 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.018 | 0.011 |
| Open science | 0.005 | 0.008 |
| Research integrity | 0.006 | 0.008 |
| Insufficient payload (model declined to judge) | 0.316 | 0.229 |
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".