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 Blood Purification:Richard Amerling, St. Augustine, USASteve Ash, La Fayette, IN, USASean M. Bagshaw, Edmonton, AB, CanadaIan Baldwin, Melbourne, VIC, AustraliaJonathan Bannard-Smith, Manchester, UKMasataka Banshodani, Hiroshima, JapanSimona Barbuto, Bologna, ItalyRajit K. Basu, Chicago, IL, USAJoachim Beige, Neu Isenburg, GermanyMax Bell, Stockholm, SwedenAlessandro Belletti, Milan, ItalyShailesh Bihari, Adelaide, SA, AustraliaWillem Boer, Genk, BelgiumGabriella Bottari, Rome, ItalyEmanuele Buccione, Pescara, ItalyJames Burton, Leicester, UKBernard J.M. Canaud, Montpellier, FranceAnila Cara, Milan, ItalyFilipe Cardoso, Lisbon, PortugalFabio Carfagna, Milan, ItalyJorge Cerda, Albany, NY, USAGiovanni Ceschia, Padua, ItalyMaria Chacon-Gomez, Mexico City, MexicoNicolas Chardon, Lyon, FranceIonel Alexandru Checherita, Bucarest, RomaniaWisit Cheungpasitporn, Rochester, MN, USAGiuseppe Cianciolo, Bologna, ItalyWilliam R. Clark, West Lafayette, IN, USARolando Claure-Del Granado, Cochabamba, BoliviaMario Cozzolino, Milan, ItalyMichele Cree, Brisbane QLD, AustraliaMarco Daverio, Padova, ItalyAntonio De Pascalis, Lecce, ItalySilvia De Rosa, Trento, ItalyAkash Deep, London, UKDemet Demirkol, Istanbul, TurkeyMoreshwar S. Desai, Houston, TX, USAMarina Di Luca, Pesaro, ItalyLuca Di Lullo, Ariccia, ItalyFrancesca Di Mario, Parma, ItalyKent Doi, Tokyo, JapanGabriele Donati, Modena, ItalyFadime Ersoy Dursun, Istanbul, TurkeyCiro Esposito, Pavia, ItalyPasquale Esposito, Pavia, ItalyStanley L. Fan, London, UKArmin Finkenstedt, Innsbruck, AustriaMarco Fiorentino, Bari, ItalyMatteo Floris, Cagliari, ItalyDana Y. Fuhrman, Pittsburgh, PA, USATaku Furukawa, Heidelberg, VIC, AustraliaMaria Fusaro, Milan, ItalyAndrea Galassi, Milan, ItalyCarlo Garofalo, Naples, ItalySamir Gautam, Baltimore, MD, USANoel Gibney, Edmonton, AB, CanadaKatja Gist, Cincinnati, OH, USANeil Glassford, Melbourne, VIC, AustraliaDavid S. Goldfarb, New York, NY, USAStuart Goldstein, Cincinnati, OH, USAJakob Gubensek, Ljubljana, SloveniaMaria Gabriela Motta Guimarães, Salvador, BrazilFrancesco Guzzi, Prato, ItalyMichael Haase, Magdeburg, GermanyMatthew Harer, Madison, WI, USARen Hongqi, Xuzhou, ChinaPatrick M. Honoré, Yvoir, BelgiumEric A.J. Hoste, Ghent, BelgiumShih-Han Huang, London, ON, CanadaFaeq Husain-Syed, Giessen, GermanyPeace Dorothy Imani, Houston, TX, USAYoshitaka Ishibashi, Tokyo, JapanMichel Jadoul, Brussels, BelgiumRachel Jeong, Calgary, AL, CanadaJennifer G. Jetton, Milwaukee, WI, USAFengyu Jia, Jinan, ChinaOlivier Joannes-Boyau, Bordeaux, FranceMichael Joannidis, Innsbruck, AustriaAchim Joerres, Cologne, GermanyNobuhiko Joki, Tokyo, JapanColin Jones, York, UKAhmad Kaddourah, Doha, QatarAadil Kakajiwala, Washington, DC, USAMehmet Kanbay, Istanbul, TurkeyNikolaos Karydis, London, UKKianoush Kashani, Rochester, MN, USAHiroo Kawarazaki, Tokyo, JapanRumeyza Kazancioglu, Istanbul, TurkeyDavid F. Keane, Leeds, UKZinovia Kefalopoulou, Patras, GreecePeter G. Kerr, Melbourne, VIC, AustraliaKan Kikuchi, Tokyo, JapanJeongchul Kim, Winston Salem, NC, USAAlexander H. Kirsch, Graz, AustriaGerd Klinkmann, Rostock, GermanySilvia Lai, Rome, ItalyJean-Daniel Lalau, Amiens, FranceThomas Langer, Monza, ItalyGeorg Lehner, Innsbruck, AustriaJohn K. Leypoldt, Warsaw, PolandJiameng Li, Chengdu, ChinaZi Li, Chengdu, ChinaYupei Li, Chengdu, ChinaZhang Ling, Chengdu, ChinaCarlo Lomonte, Bari, ItalySalvador Lopez-Giacoman, Zacatecas, MexicoAnna Lorenzin, Vicenza, ItalyNuttha Lumlertgul, Bangkok, ThailandAkinori Maeda, Melbourne, VIC, AustraliaLorenza Magagnoli, Milan, ItalyMatteo Marcello, Vicenza, ItalyMarco Valerio Mariani, Colleferro, ItalyFilippo Mariano, Turin, ItalyDean Markic, Rijeka, CroatiaIkuto Masakane, Yamagata, JapanYosuke Matsumura, Chiva, JapanMaria Mattiotti, Vicenza, ItalyC. David Mazer, Toronto, ON, CanadaMarcelo Mazza, Curitiba, BrazilMignon McCulloch, Cape Town, South AfricaBairbre McNicholas, Galway, IrelandWieneke Marleen Michels, Leids, The NetherlandsMassimiliano Migliori, Lido di Camaiore, ItalySteffen Mitzner, Rostock, GermanyZsolt Molnar, Pécs, HungaryCéline Monard, Lyon, FranceDavid Morgan, Murdoch, WA, AustraliaTheresa Mottes, Cincinnati, OH, USAAna Flavia Moura, Salvador, BrazilMaría-Jimena Mucino-Bermejo, Mexico City, MexicoPatrick T. Murray, Dublin, IrelandRaghavan Murugan, Pittsburgh, PA, USAFederico Nalesso, Padova, ItalyTomotaka Naramuraa, Hyogo, JapanGopalakrishnan Natarajan, Chennai, IndiaAkash Nayak Karopadi, Boston, MA, USATara M. Neumayr, St. Louis, MO, USAKajohnsak Noppakun, Chiang Mai, ThailandTetsu Ohnuma, Shimotsuke, JapanMarlies Ostermann, London, UKErnesto Paoletti, Genoa, ItalyMarios Papasotiriou, Patras, GreeceMeredith Parsons, Iowa City, IA, USARogerio Passos, Sao Paulo, BrazilSaime Paydas, Adana, TurkeyMiguel Perez Fontan, A Coruna, SpainFrancesco Peyronel, Florence, ItalyTessa Piazzini, Florence, ItalyJacky Potier, Cherbourg, FranceVedran Premuzic, Zagreb, CroatiaJohn R. Prowle, London, UKJean-Pierre Quenot, Dijon, FranceGonzalo Ramírez-Guerrero, Valparaiso, ChileMarco Vittorio Resta, San Donato Milanese, ItalyOleksa Gregory Rewa, Edmonton, AB, CanadaWerner Ribitsch, Graz, AustriaZaccaria Ricci, Florence, ItalyThomas Rimmelé, Lyon, FranceLilia Maria Rizo Topete, Nueva Leon, MexicoLilia Rizo-Topete, Monterrey, MexicoStefano Romagnoli, Florence, ItalyFederico Ronco, Venezia Mestre, ItalyLionel Rostaing, Grenoble, FranceTuncay Sahutoglu, Istanbul, TurkeyAntonio Santoro, Bologna, ItalyClemente Santorsola, Brescia, ItalyDaniel Schneditz, Graz, AustriaDavid T. Selewski, Charleston, SC, USALuca Sgarabotto, Vicenza, ItalyJungho Shin, Seoul, South KoreaRukshana Shroff, London, UKEvgeny Shutov, Moscow, RussiaDarja Smirnova, Riga, LatviaDmitriy Sokolov, St. Petersburg, RussiaOliver Sommerfeld, Jena, GermanyGianluca Spinelli, Milan, ItalyNattachai Srisawat, Bangkok, ThailandMichelle Starr, Indianapolis, IN, USAKostas Stylianou, Heraklion, GreeceScott Sutherland, Palo Alto, CA, USAAbe Takaya, Yahaba, JapanJames Tattersall, Leeds, UKBaptiste Thibault, Lyon, FranceCharat Thongprayoon, Rochester, MN, USAJoel M. Topf, Rochester, MN, USAJan H. Tordoir, Maastricht, The NetherlandsHugo Touw, Nijmegen, The NetherlandsThananda Trakarnvanich, Bangkok, ThailandPablo Antonio Urena-Torres, Saint Ouen, FranceGerrit van den Berg, Utrecht, The NetherlandsRene VanDeVoorde, Nashville, TN, USALuigi Vernaglione, Brindisi, ItalyJasmin I Vesga, Bogota, ColombiaAnitha Vijayan, Murray, UT, USAFanelli Vito, Turin, ItalyAndreas Vychytil, Vienna, AustriaNiansong Wang, Shanghai, ChinaLihua Wang, Tianjin, ChinaHenry H.L. Wu, Syndey, NSW, AustraliaVincent Wu, Taipei, TaiwanSuguru Yamamoto, Niigata, JapanXiao Yang, Guangzhou, ChinaTeruhiko Yoshida, Bethesda, MD, USALuís Yu, Sao Paulo, BrazilAi-hua Zhang, Beijing, ChinaZhongheng Zhang, Hangzhou, ChinaHuiping Zhao, Beijing, ChinaTongying Zhu, 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.
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 | 0.000 |
| 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 | 0.000 |
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