Why this work is in the frame
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Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for the ongoing support in reviewing manuscripts for Cardiology:Eirik Aaseth, Oslo, NorwayMohammad Abdelghani, Cairo, EgyptAyan S. Abdrakhmanov, Astana, KazakhstanChandra Mani Adhikari, Kathmandu, NepalManyoo Agarwal, Cleveland, OH, USAAlessandro Aiello, Rome, ItalyGonzalo Luis Alonso Salinas, Pamplona, SpainYasuo Amano, Chiyoda City, JapanDyah Wulan Anggrahini, Yogyakarta, IndonesiaMohammad Mostafa Ansari-Ramandi, Birjand, IranHasan Ari, Yildirim, TurkeyNeerav Arora, Dallas, TX, USAMustafa Arslan, Ankara, TurkeyK.N. ArulJothi, Chennai, IndiaManaf Assafin, Bronx, NY, USAYuichi Baba, Kochi, JapanMartin Bahls, Greifswald, GermanyRam Balasubramanian, Lincoln, OR, USAMarko Banovic, Belgrade, SerbiaGiuseppe Barletta, Florence, ItalyAlexander E. Berezin, Salzburg, AustriaRahul Bhatnagar, Fjellhamar, NorwayHenrique T. Bianco, São Paulo, BrazilNick Bijsterveld, Amsterdam, The NetherlandsGiulio Binaghi, Cagliari, ItalyYochai Birnbaum, Houston, TX, USAWolfgang Boettcher, Berlin, GermanyHarisios Boudoulas, Columbus, OH, USAEric D. Braunstein, Los Angeles, CA, USAAnggoro Budi Hartopo, Jogjakarta, IndonesiaNoreen Butt, Stavanger, NorwayGianluca Campo, Ferrara, ItalyUgur Canpolat, Ankara, TurkeyFabio Capasso, Maddaloni, ItalyGavino Casu, Foggia, ItalyMarco Centola, Desio, ItalyChien-Lung Chan, Taoyuan, TaiwanZhong Chen, Shanghai, ChinaJu-Yi Chen, Tainan, TaiwanQun Chen, Richmond, VA, USARaluca Ozana Chistol, Iași, RomaniaMitra Chitsazan, Hamilton, ON, CanadaGeorgios A. Christou, Ioannina, GreeceJonathan Ciofani, London, UKHeber Ivan Condori Leandro, St. Petersburg, RussiaDaniel L. Cortez, Sacramento, CA, USABenilde Cosmi, Bologna, ItalyDomenico Cozzolino, Naples, ItalyAnthony M. Dart, Melbourne, VIC, AustraliaLeon DeLalio, Pittsburgh, PA, USAStefania Angela Di Fusco, Rome, ItalyFrancielle Dias-Santos, São Cristóvão, BrazilWolfgang Dichtl, Innsbruck, AustriaPablo Díez-Villanueva, Madrid, SpainErwan Donal, Rennes, FranceYurdaer Donmez, Istanbul, TurkeyGuy Dori, Afula, IsraelEric A. Dubois, Rotterdam, The NetherlandsGábor Zoltán Duray, Budapest, HungaryNatalia N. Egorova, New York, NY, USASonia Ali El-Saiedi, Cairo, EgyptMichael S. Ewer, Houston, TX, USAJose Exaire, Temple, TX, USAMarat Ezhov, Moscow, RussiaMalcolm Finlay, London, UKFrancesco Formica, Parma, ItalyGiuseppe Galati, Sesto San Giovanni, ItalyPankaj Garg, Rochester, MN, USAArun Gopalakrishnan, Thiruvananthapuram, IndiaBjørnar Leangen Grenne, Trondheim, NorwayJostein Grimsmo, Jessheim, NorwayHerko Grubitzsch, Berlin, GermanyAakriti Gupta, Los Angeles, CA, USAPaul A. Gurbel, Lutherville, MD, USAAnwer Habib, Fort Wayne, IN, USAJuha E.K. Hartikainen, Kys, FinlandHideyuki Hayashi, New York, NY, USAMert İlker Hayıroğlu, Istanbul, TurkeyYong-Ming He, Suzhou, ChinaOle Kristian Lerche Helgestad, Odense, DenmarkCharlotte Helmark, Roskilde, DenmarkMartin Hemels, Arnhem, The NetherlandsKai O. Hensel, Wuppertal, GermanyRamon C. Hermida, Vigo, SpainHiroaki Hiraiwa, Nagoya, JapanAi Phi Thuy Ho, Grålum, NorwayFredrik Holmqvist, Lund, SwedenQinghe Huang, Fujian, ChinaWei Huang, Chongqing, ChinaSadiq Hussain, Assam, IndiaNobutaka Ikeda, Ohashi, JapanLimor Ilan Bushari, Afula, IsraelRahn Ilsar, St. George, AustraliaSung Il Im, Busan, Republic of KoreaTakumi Inami, Tokyo, JapanYasushi Ino, Wakayama-shi, JapanToshiaki Isogai, Cleveland, OH, USACarlos Jerjes-Sanchez, San Pedro Garza Garcia, MexicoXiaoming Jia, Houston, TX, USADaniel Michael Johnson, Milton Keynes, UKJuhani Junttila, Oulu, FinlandPasi Karjalainen, Helsinki, FinlandGeorge Kassimis, Thessaloniki, GreeceMaria Kercheva, Tomsk, RussiaElena Kinova, Sofia, BulgariaCaroline Kleinecke, Coburg, GermanyNobuaki Kobayashi, Chiba, JapanEitaro Kodani, Tokyo, JapanRobert Koeth, Cleveland, OH, USATakashi Kohno, Tokyo, JapanWouter Kok, Amsterdam, The NetherlandsPeter Kokol, Maribor, SloveniaErik Kongsgård, Oslo, NorwayKristina Kopeva, Tomsk, RussiaAthanasios Koutsakis, Serres, GreeceTomas Kovarnik, Prague, Czech RepublicPeter R. Kowey, Wynnewood, PA, USAVessela Krasteva, Sofia, BulgariaChun Shing Kwok, Newcastle, UKClementine Labrosciano, Adelaide, SA, AustraliaAntonio Landi, Lugano, SwitzerlandAndrew Leask, Saskatoon, SK, CanadaXinli Li, Nanjing, ChinaØyvind Haugen Lie, Olso, NorwayPer Lindqvist, Umeå, SwedenMichael S. Lloyd, Atlanta, GA, USAJavier Lopez-Pais, Madrid, SpainEvgeny Lyan, Kiel, GermanyJelle Man, Amsterdam, The NetherlandsNicola Marziliano, Rho, ItalyAndrea Matteucci, Rome, ItalyStephan Peronard Mayntz, Odense, DenmarkPatrizio Mazzone, Milan, ItalyMelanie Mcginlay, Leeds, UKAndras Mester, Targu-Mures, RomaniaNathan Mewton, Bron, FranceJuan Ramon Mieres, Buenos Aires, ArgentinaEvgeny N. Mikhaylov, St. Petersburg, RussiaMarko Mornar Jelavić, Zagreb, CroatiaAlireza Morovat, Oxford, UKDavid Mörtsell, Malmö, SwedenVenkatachalam Mulukutla, El Paso, TX, USAChristian Muñoz-Guijosa, Badalona, SpainMarius Myrstad, Baerum, NorwayGerald V. Naccarelli, Hershey, PA, USAKei Nakata, Sapporo, JapanInbar Nardi Agmon, Petah Tikva, IsraelGjin Ndrepepa, Munich, GermanyJun-Gang Nie, Pekin, ChinaKjell Nikus, Tampere, FinlandHilde Norum, Oslo, NorwayDhite Bayu Nugroho, Yogyakarta, IndonesiaJosé Pedro L. Nunes, Porto, PortugalMihai Claudiu Ober, Cluj-Napoca, RomaniaSuguru Ohira, Valhalla, NY, USATakahiro Okumura, Aichi Nagoya, JapanDavid S. Olshan, New York, NY, USADejan N. Orlic, Belgrade, SerbiaShuchao Pang, Jining, ChinaNazareno Paolocci, Padua, ItalyZuowei Pei, Pekin, ChinaDhanuka Perera, London, UKJulio Perez-Downes, Jacksonville, FL, USAMara Pilati, Rome, ItalyLuisa Politano, Caserta, ItalyMaria Teresa Politi, Buenos Aires, ArgentinaYanwen Qi, Beijing, ChinaPekka Raatikainen, Helsinki, FinlandArchana Ramireddy, Los Angeles, CA, USASreenivas Reddy, Chandigarh, IndiaArsalan Rehmani, New York, NY, USAZeljko Reiner, Zagreb, CroatiaDaryl Ridley, Geelong, AustraliaWalter F. Riesen, Erlenbach, SwitzerlandStefan Rose-John, Kiel, GermanyO.A. Rubanenko, Samara, RussiaGusty Rizky Teguh Ryanto, Kobe, JapanEssi Ryodi, Tampere, FinlandCaroline Sabin, London, UKSamir K. Saha, Umeå, SwedenGeorge Samanidis, Athens, GreeceNinos Samano, Oslo, NorwayGaetano Santulli, Bronx, NY, USAAleksei Savelev, Lund, SwedenNurten Sayar, Istanbul, TurkeyCarlos Scherr, Rio de Janeiro, BrazilFlorian Schirm, Freiburg, GermanyPietro Scicchitano, Altamura, ItalyNebiyat Semeredin, Kigali, RwandaYusuf Ziya Şener, Ankara, TurkeyWalter Serra, Parma, ItalyMassimo Del Sette, Genova, ItalyYangzhen Shao, Gothenburg, SwedenSwati Sharma, Chapel Hill, NC, USAKahu Shi, Hefei, ChinaChiao-Yu Shih, Hualien, TaiwanYasushige Shingu, Sapporo, JapanOsama Shoeib, Tanta, EgyptHakim Irfan Showkat, Srinagar, IndiaScott I. Simon, Davis, CA, USATheodoros Sinanis, Chania, GreeceMarjolein Snaterse, Amsterdam, The NetherlandsYoshihiro Sobue, Aichi, JapanCarla A. Sueta, Chapel Hill, NC, USANaokata Sumitomo, Saitama, JapanJin-Yu Sun, Nanjing, ChinaZhonghua Sun, Bentley, WA, AustraliaShih-Hsien Sung, Taipei, TaiwanSatoshi Suzuki, Fukushima, JapanAnneli Svensson, Linköping, SwedenCharles Swerdlow, Los Angeles, CA, USASiva Sagar Taduru, Kansas City, KS, USARiBo Tang, Beijing, ChinaVedide Tavli, Izmir, TurkeyPier Luigi Temporelli, Gattico-Veruno, ItalyDebbie Lin Teodorescu, Los Angeles, CA, USATomohiko Teramoto, Ichinomiya, JapanChuan Tian, Beijing, ChinaTomasz Tokarek, Kraków, PolandEmese Tóth-Zsámboki, Budapest, HungaryGeorgios Tsivgoulis, Athens, GreeceTaner Ulus, Eskişehir, TurkeyStephan van der Zwaard, Amsterdam, The NetherlandsNicolas Vecchio, Buenos Aires, ArgentinaJesús Velásquez-Rodríguez, Madrid, SpainAntonio Vitarelli, Rome, ItalyGregory Webster, Evanston, IL, USAKarl Werdan, Halle, GermanyTheingi Tiffany Win, Bakersfield, CA, USANeria Winkler, Zurich, SwitzerlandLiqun Wu, Shanghai, ChinaGareth Wynn, Melbourne, VIC, AustraliaHuixia Xuan, Shanghai, ChinaSelcuk Yazici, Istanbul, TurkeyMehmet Birhan Yılmaz, Izmir, TurkeyYoung Jin Youn, Wonju, South KoreaChen Yu, Shanghai, ChinaBarak Zafrir, Haïfa, IsraelHafisyatul Aiza Zainal Abidin, Sungai Buloh, MalaysiaFilip Zemrak, London, UKXiao-hui Zhang, Hangzhou, ChinaKaijun Zhang, Chongqing, ChinaZhongheng Zhang, Hangzhou, ChinaFeng Zhang, Shanghai, ChinaSusan Zhao, San Jose, CA, USAJizong Zhao, Beijing, ChinaFang Zheng, Wuhan, ChinaSheng-hua Zhou, Beijing, ChinaZien Zhou, Sydney, NSW, AustraliaYafeng Zhou, Suzhou, ChinaFilippo Zilio, Trento, ItalyAlessandro Zorzi, Padua, ItalyRobert Zymlinski, Wroclaw, Poland
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 | 0.002 |
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