Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Cerebrovascular Diseases:Sabahat U.A.M. Abbasi, Lahore, PakistanAzmil H. Abdul-Rahim, Liverpool, UKYasser Abulhasan, Montreal, QC, CanadaMaimaitili Aisha, Xinjiang, ChinaRustam Al-Shahi Salman, Edinburgh, UKMohammed A. Almekhlafi, Calgary, AB, CanadaAngelika Alonso, Mannheim, GermanyFrancesco Bax, Boston, MA, USALucy C. Beishon, Leicester, UKLaura A. Benjamin, London, UKJoseph Benzakoun, Paris, FranceAnna Bersano, Milan, ItalyPallab Bhattacharya, Gandhinagar, IndiaAlex A. Bhogal, Utrecht, The NetherlandsAndrew Bivard, Melbourne, VIC, AustraliaRobin Brown, Cambridge, UKAlan C. Cameron, Glasgow, UKMillene R. Camilo, Ribeirão Preto, BrazilBruce C.V. Campbell, Parkville, VIC, AustraliaYong-Jun Cao, Suzhou, ChinaCheryl Carcel, Sydney, NSW, AustraliaÂngelo Carneiro, Braga, PortugalValeria Caso, Perugia, ItalyRobert W. Chang, Oakland, CA, USAYang-Ken Chen, Dongguan, ChinaXiangyan Chen, Hong Kong, ChinaHao Chen, Hong Kong, ChinaXiaoying Chen, Sydney, NSW, AustraliaYajun Cheng, Chengdu, ChinaChih-Ping Chung, Taipei, TaiwanBogdan Ciopleias, Brasov, RomaniaJiangbo Cui, Singapore, SingaporeSami Curtze, Helsinki, FinlandAna C. de Souza, Porto Alegre, BrazilCarlos O. Delfino, Las Condes, ChileLucas Di Meglio, Paris, FranceThiemo F. Dinger, Essen, GermanyDiederik Dippel, Rotterdam, The NetherlandsEsmee Dohle, Cambridge, UKGeoffrey A. Donnan, Melbourne, VIC, AustraliaJonadab Dos Santos Silva, New Haven, CT, USAHidenori Endo, Sendai, JapanTimothy England, Nottingham, UKYukiko Enomoto, Gifu, JapanSapna Erat Sreedharan, Trivandrum, IndiaSimon Fandler-Höfler, Graz, AustriaPatricia Fearon, Dublin, IrelandJose M. Ferro, Lisbon, PortugalEberval G. Figueiredo, São Paulo, BrazilRebecca Fisher, London, UKJarrad Fisher, Sydney, NSW, AustraliaQinhui Fu, Shanghai, ChinaSeana Gall, Hobart, TAS, AustraliaAravind Ganesh, Calgary, AB, CanadaDariusz Gąsecki, Gdańsk, PolandFrancisca Gonzalez, Santiago, ChileNitin Goyal, Haryana, IndiaLina Grosset, Paris, FranceXiaofan Guo, Pittsburgh, PA, USAWenting Guo, Zhejiang, ChinaRui Guo, Chengdu, ChinaYutao Guo, Beijing, ChinaKatie Harris, Sydney, NSW, AustraliaKouji Hashimoto, Chuo, JapanMikito Hayakawa, Ibaraki, JapanTakeshi Hayashi, Hidaka, JapanDian He, Guiyang, ChinaMirjam R. Heldner, Bern, SwitzerlandJonathan Hewitt, Cardiff, UKPhilip Hoelter, Traunstein, GermanyCheng-Yang Hsieh, Tainan, TaiwanXin Hu, Chengdu, ChinaJiannan Huang, Singapore, SingaporeFusao Ikawa, Hiroshima, JapanFumiaki Imamura, Cambridge, UKUmer Iqbal, Karachi, PakistanRyo Itabashi, Yahaba, JapanMasaki Ito, Kashiwa Chiba, JapanTheodoros Karapanayiotides, Thessaloniki, GreeceRolf Kern, Worms, GermanyBum J. Kim, Seoul, Republic of KoreaYongwoo Kim, Washington, MD, USAJong-Sung Kim, Seoul, Republic of KoreaChulho Kim, Chuncheon, Republic of KoreaTuomas Kiviniemi, Boston, MA, USAMasatoshi Koga, Suita, JapanSatoshi Koizumi, Tokyo, JapanChristine Kremer, Lund, SwedenPradeep Kumar, New Delhi, IndiaEmre Kumral, İzmir, TurkeyAyako Kunimura, Nagoya, JapanHyung-Min Kwon, Seoul, Republic of KoreaLeon Lai, Melbourne, VIC, AustraliaNavdeep Lail, Norwich, CT, USAPablo M. Lavados, Santiago, ChileZhe K. Law, Kuala Lumpur, MalaysiaThang M. Le, Can Tho, VietnamJennifer Lee, Brisbane, QLD, AustraliaTing-Yim Lee, London, ON, CanadaTsong-Hai Lee, Kweishan, TaiwanYu Lei, Shanghai, ChinaXinyi Leng, Hong Kong, ChinaMilan T. Lepić, Belgrade, SerbiaSteven R. Levine, New York, NY, USAJing Li, Tianjin, ChinaJiyu Li, Shreveport, LA, USARichard I. Lindley, Sydney, NSW, AustraliaLeibo Liu, Sydney, NSW, AustraliaHueiming Liu, Sydney, NSW, AustraliaHua Liu, Jiefangcun, ChinaChun-Feng Liu, Jiangsu, ChinaMinna Liu, Lanzhou, ChinaYukai Liu, Nanjing, ChinaOsian Llwyd, Oxford, UKSvetlana Lorenzano, Rome, ItalyJames Lucas, Burwood, NSW, AustraliaJohn Lynch, Bethesda, MD, USAToshiki Maeda, Fukuoka, JapanKarim Mahawish, Auckland, New ZealandMaurizio Margaglione, Foggia, ItalyJoan Martí-Fàbregas, Barcelona, SpainFarrah Mateen, Boston, MA, USAHiroaki Matsumoto, Kobe, JapanRyu Matsuo, Fukuoka, JapanTheodoros Mavridis, Dublin, IrelandPatrick McElduff, Newcastle, NSW, AustraliaRoman Medvedev, Moscow, RussiaZhihong Meng, Tianjin, ChinaBijoy Menon, Calgary, AB, CanadaNiamh A. Merriman, Dublin, IrelandYoshihiro Miyamoto, Osaka, JapanVinicius V.A. Montanaro, Brasilia, BrazilAndrea Morotti, Pavia, ItalyCassandra Morrison, Ottawa, ON, CanadaShunji Mugikura, Sendai, JapanElizabeta Mukaetova-Ladinska, Leicester, UKPaula Muñoz-Venturelli, Santiago, ChileShinsuke Muraoka, Nagoya, JapanRustem Mustafaoglu, Istanbul, TurkeyFariha Naeem, Glasgow, UKKuniyuki Nakamura, Fukuoka, JapanHyo S. Nam, Seoul, Republic of KoreaSunil Narayan, Puducherry, IndiaAhmed Nasreldein, Assiut, EgyptFelix Ng, Parkville, VIC, AustraliaDiotel Nicolas, Saint Pierre, FranceShigeru Nogawa, Hachioji, JapanFlorentino Nombela, Madrid, SpainMarilaura Nuñez, Las Condes, ChileKevin F. O'Connor, Lexington, KY, USAKuniaki Ogasawara, Yahaba, JapanToshiho Ohtsuki, Kyoto, JapanHideo Okada, Wakayama, JapanVeronica V. Olavarria, Santiago, ChilePriscilla A. Opare-Addo, Kumasi, GhanaMenglu Ouyang, Newtown, CT, AustraliaRonney B. Panerai, Leicester, UKLeonardo Pantoni, Milan, ItalyLaibaik Park, New York, NY, USAAdrian R. Parry-Jones, Salford, UKDaniele Pastori, Rome, ItalyAleksandra Pavlovic, Belgrade, SerbiaBonifacio C. Pedregosa, Manila, PhilippinesSarah T. Pendlebury, Oxford, UKValentina Perosa, Boston, MA, USAThanh G. Phan, Melbourne, VIC, AustraliaFrancesca Picone, Baronissi, ItalyJoão Pinho, Aachen, GermanyOctavio M. Pontes-Neto, Ribeirão Preto, BrazilChristopher I. Price, Newcastle upon Tyne, UKKlearchos Psychogios, Athens, GreeceXinyang Qi, Nanjing, ChinaSifan Qian, Huzhou, ChinaTerence J. Quinn, Glasgow, UKAdarsh Raja, Karachi, PakistanUdaya K. Ranawaka, Ragama, Sri LankaXinwen Ren, Sydney, NSW, AustraliaLeonardo Renieri, Florence, ItalyAlessio Ricci, Munich, GermanySebastien Richard, Nancy, FranceRodrigo J. Rivas, Temuco, ChileJavier Ros-de-San-Pedro, Murcia, SpainAymeric Rouchaud, Le Kremlin-Bicêtre, FranceZhichao Ruan, Hangzhou, ChinaTatjana Rundek, Miami, FL, USADimitrios Sagris, Larissa, GreeceYuki Sakamoto, Tokyo, JapanNeshika Samarasekera, Edinburgh, UKYaser Sarikhani, Shiraz, IranMasanori Sasaki, Sapporo, JapanUlf Schminke, Greifswald, GermanyIvy A. Sebastian, Ludhiana, IndiaMagdy Selim, Boston, MA, USASouvik Sen, Columbia, SC, USAVijay K. Sharma, Singapore, SingaporeZhu Shi, Dongguan, ChinaChing H. Sia, Singapore, SingaporeGisele S. Silva, São Paulo, BrazilPasqualino Sirignano, Rome, ItalyCraig J. Smith, Manchester, UKXindi Song, Chengdu, ChinaLili Song, Beijing, ChinaShinya Sonobe, Sendai, JapanJoão A. Sousa, Coimbra, PortugalLuciano A. Sposato, London, ON, CanadaMelissa D. Stockbridge, Baltimore, MD, USAChristoph Stretz, Providence, RI, USATaku Sugiyama, Sapporo, JapanJake Sui, Shenyang, ChinaToru Suzuki, Leicester, UKPadmavathy Narayanan Sylaja, Thiruvananthapuram, IndiaSatoshi Takahashi, Tokyo, JapanBenjamin Y.Q. Tan, Singapore, SingaporeKanta Tanaka, Osaka, JapanTianchi Tang, Zhejiang, ChinaChuanyuan Tao, Chengdu, ChinaYohei Tateishi, Nagasaki, JapanOliver Todd, Leeds, UKHatem Tolba, Columbia, SC, USAXin Tong, Atlanta, GA, USALu-sha Tong, Hangzhou, ChinaKazunori Toyoda, Suita, Osaka, JapanHsin-Hsi Tsai, Zhongzheng, TaiwanChristopher Tsang, Hong Kong, ChinaGeorgios Tsivgoulis, Athens, GreeceChristine Tunkl, Heidelberg, GermanyMirzat Turhon, Beijing, ChinaAntonino Tuttolomondo, Palermo, ItalyLucie Tvrda, Glasgow, UKXavier Ustrell, Tarragona, SpainMichael Valente, Parkville, VIC, AustraliaRicardo Varela, Coimbra, PortugalRoland Veltkamp, London, UKNarayanaswamy Venketasubramanian, Singapore, SingaporeDeepti Vibha, New Delhi, IndiaYoshinobu Wakisaka, Kyushu, JapanYanan Wang, Chengdu, ChinaHewei Wang, Shanghai, ChinaLijun Wang, Shanghai, ChinaConglin Wang, Tianjin, ChinaJiguang Wang, Shanghai, ChinaMohammad Wasay, Karachi, PakistanLawrence Wechsler, Pittsburgh, PA, USAAlicen Whitaker-Hilbig, Milwaukee, WI, USAAkanksha G. William, Kanker, IndiaAndrew Wong, Brisbane, QLD, AustraliaShangzhi Xiong, Sydney, NSW, AustraliaYuwen Xiu, New Orleans, LA, USAXiao-Quan Xu, Nanjing, ChinaWei-Hai Xu, Beijing, ChinaYusuke Yakushiji, Osaka, JapanLimin Yan, Haikou, ChinaLi Yan, Singapore, SingaporeBernard Yan, Melbourne, VIC, AustraliaZhongqi Yang, Guangzhou, ChinaJie Yang, Chengdu, ChinaShinichi Yoshimura, Nishinomiya, JapanSohei Yoshimura, Suita, JapanNing Yu, Chengde, ChinaWei Zhang, Changsha, ChinaMin Zhang, Changzhou, ChinaZong-Yong Zhang, Jinan, ChinaXiaoyan Zhao, Chengdu, ChinaHenry Zhao, Melbourne, VIC, AustraliaChongke Zhong, Suzhou, ChinaZien Zhou, Sydney, NSW, AustraliaWendy C. Ziai, Baltimore, MD, USA
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 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".