Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Neuroepidemiology:Thierry A. Adoukonou, Parakou, BeninAmit Agrawal, Bhopal, IndiaSaeed Akhtar, Jabriya, KuwaitStephen M. Albert, Pittsburgh, PA, USAShayan Alijanpour, Babol, IranAkshay Anand, Chandigarh, IndiaNada Andelic, Oslo, NorwayAngelo Antonini, Padua, ItalyAdrià Arboix, Barcelona, SpainHugo Ardaillon, Lyon, FranceCarmel Armon, Loma Linda, CA, USAAnita Arsovska, Skopje, MacedoniaAleksanteri Asikainen, Helsinki, FinlandNathalie Auger, Montreal, QC, CanadaAbolfazl Avan, London, ON, CanadaElisa Baldin, Bologna, ItalyVCS Srinivasarao Bandaru, Hyderabad, IndiaAlan Barber, Auckland, New ZealandBurc Bassa, Frankfurt, GermanyDarina Bassil, Cambridge, USAB. Lynn Beattie, Vancouver, BC, CanadaYannick Béjot, Dijon, FranceSelim Benbadis, Tampa, FL, USAJulian Benito-Leon, Madrid, SpainMehmet C. Berk, Karatepe, TurkeyPeter Berlit, Berlin, GermanyFélix Bermejo Pareja, Madrid, SpainJorge A. Bevilacqua, Santiago, ChileDaiana Bezzini, Sienna, ItalyNadir Bharucha, Mumbai, IndiaSonu M.M. Bhaskar, Sydney, NSW, AustraliaDonald Bliwise, Atlanta, GA, USAGudrun Boysen, Holte, DenmarkMichael Brainin, Krems, AustriaCarol Brayne, Cambridge, UKCheryl D. Bushnell, Winston Salem, NC, USALouis Caplan, Boston, MA, USACheryl Carcel, Sydney, NSW, AustraliaArturo Carpio, Cuenca, EcuadorXuehui Chang, Zhengzhou, ChinaThomas Chemmanam, Nedlands, WA, AustraliaHonglei Chen, East Lansing, MI, USASolomon C. Chen, Chiayi City, TaiwanLiming Cheng, Shanghai, ChinaAdriano Chiò, Torino, ItalyTomasz Chmiela, Rochester, MN, USAKamil Chwojnicki, Gdansk, PolandAnnabelle Coleman, London, UKPacôme Constant dit Beaufils, Nantes, FranceSalvador Cruz-Flores, El Paso, TX, USAAntonio Culebras, Fayetteville, NC, USASalvatore D’Amato, Houston, TX, USAMamede de Carvalho, Lisbon, PortugalNikita Dedhia, Cleveland, OH, USAGeorge Demakis, Charlotte, NC, USAFabricio F. de Oliveira, São Paulo, BrazilHanqiang Deng, New Haven, CT, USASoaham Desai, Anand, IndiaDing Ding, Shanghai, ChinaMervyn Eadie, Brisbane, QLD, AustraliaDavid Ellenberger, Göttingen, GermanyJulie L. Ellis, Milwaukee, WI, USADaniells A. Erazo, Limoges, FranceJose Fernandez-Ferro, Madrid, SpainJose M. Ferro, Lisbon, PortugalTommaso Filippini, Modena, ItalyJames L. Fisher, Columbus, OH, USASteffen Fleßa, Greifswald, GermanyMalgorzata Florczak-Rzepka, Berlin, GermanyEmily Forbes, Aurora, CO, USAAmr M. Fouad, Giza, EgyptToshiya Fukui, Kawasaki, JapanSeana Gall, Hobart, TAS, AustraliaDorcas B.C. Gandhi, Ludhiana, IndiaFernando J. García López, Madrid, SpainMayank Gautam, Philadelphia, PA, USAParisa Gazerani, Oslo, NorwayDejan Georgiev, Ljubljana, SloveniaDarshan Ghia, Perth, WA, AustraliaGiorgia Giussani, Milan, ItalyMartin Gizzi, Paramus, NJ, USAGuillermo Gonzalez Hernández, Mexico City, MexicoWolfgang Grisold, Vienna, AustriaMarkus Gschwind, Aarau, SwitzerlandÁngel L. Guerrero, Valladolid, SpainMario Habek, Zagreb, CroatiaAli G. Hamedani, Philadelphia, PA, USAHebatalla S. Hashem, Giza, EgyptHora Heidari, Cincinnati, OH, USAAnna Heidbreder, Linz, AustriaMichael G. Hennerici, Mannheim, GermanyAkiyuki Hiraga, Chiba, JapanSonja Hochmeister, Graz, AustriaRobert Hoerr, Bretten, GermanyMustafa Humayun, Medford, OR, USAJuan Idiaquez, Santiago, ChileAndreas Ihle, Meyrin, SwitzerlandJoji Inamasu, Utsunomiya, JapanFarideh Iravanpour, Bandar Abbas, IranRyo Itabashi, Yahaba, JapanDalius Jatuzis, Vilnius, LithuaniaSeyed B. Jazayeri, Tehran, IranFélix J. Jiménez-Jiménez, Madrid, SpainZheng Jinxin, Shanghai, ChinaSotelo Julio, Mexico City, MexicoMark Kaddumukasa, Kampala, UgandaRaj Kalaria, Newcastle upon Tyne, UKMasahiro Kamouchi, Fukuoka, JapanArnon Karni, Tel Aviv, IsraelSanaz Khodadadi, Tehran, IranJoosup Kim, Clayton, VIC, AustraliaWoo J. Kim, Seoul, Republic of KoreaJohn C. Kincaid, Indianapolis, IN, USAErica Kornblith, San Francisco, CA, USAOsman Korucu, Ankara, TurkeySonja Kosek, Uppsala, SwedenRita V. Krishnamurthi, Auckland, New ZealandAnna M. Kucharska-Newton, Chapel Hill, NC, USAWalter A. Kukull, Seattle, WA, USAAmit Kumar, Ranchi, IndiaPradeep Kumar, New Delhi, IndiaSatheesh Kumar, Leicestershire, UKSenja Laakso, Helsinki, FinlandSue M. Lai, Kansas City, MO, USANavdeep Lail, Norwich, CT, USAElena R. Lebedeva, Yekaterinburg, RussiaBrian Lebowitz, Lake Grove, NY, USAHui-Lin Lin, Seattle, WA, USANicoletta Locuratolo, Rome, ItalyElham Loni, Tehran, IranMichael MacAskill, Christchurch, New ZealandMelinda Magyari, Glostrup, DenmarkAngela M. Malek, Charleston, SC, USAAmritlal Mandal, Tucson, AZ, USAUmberto Manera, Turin, ItalyFarzad Maroufi, Baltimore, MD, USAAyrton R. Massaro, São Paulo, BrazilEllisiv B. Mathiesen, Tromsø, NorwaySidharth Mehan, Moga, IndiaMan M. Mehndiratta, New Delhi, IndiaGeorgios Mikellides, Maastricht, The NetherlandsLaurie K. Mischley, Kenmore, WA, USATakahiro Mitsueda, Osaka, JapanYutaka Mizuno, Nagoya, JapanPedro Modrego, Aragon, SpainMohammad Mofatteh, Belfast, UKJorge Moncayo Gaete, Quito, EcuadorVinicius Montanaro, Brasilia, BrazilReza Mosaddeghi Heris, Tabriz, IranAlain M. Mouanga, Brazzaville, CongoSeyed E. Mousavi, Tabriz, IranLuz M. Moyano, Tumbes, PeruSumaira Mubarik, Groningen, The NetherlandsChristoph Mueller, London, UKRenato P. Munhoz, Toronto, ON, CanadaShinsuke Muraoka, Nagoya, JapanDaniel Myall, Christchurch, New ZealandRemi Nader, Houston, TX, USAAbdorreza Naser Moghadasi, Tehran, IranSeyed A. Nejadghaderi, Kerman, IranNothani L. Ngwenya, Bedford, UKNorbert Nighoghossian, Lyon, FranceKoji Obara, Yurihonjo, JapanAdesola Ogunniyi, Ibadan, NigeriaToshiho Ohtsuki, Kyoto, JapanJorge Ojeda, Concepción, ChileRajeev Ojha, Maharajgunj, NepalMuideen Olaiya, Clayton, VIC, AustraliaVeronica Olavarria, Las Condes, ChileAntonio Orlacchio, Perugia, ItalyToshiho Otsuki, Osaka, JapanMenglu Ouyang, Newtown, NSW, AustraliaSerefnur Ozturk, Selçuklu, TurkeySanjay Pande, Davanagere, IndiaGea Pandhita, Tangerang, IndonesiaLeonardo Pantoni, Milan, ItalyCarol J. Peden, Los Angeles, CA, USAGerman E. Perez-Romero, Bogota, ColombiaNils Peters, Zurich, SwitzerlandAthi Ponnusamy, Salford, UKJukka Putaala, Helsinki, FinlandKurupath Radhakrishnan, Nemmara, IndiaDevika Rao, New York City, NY, USAIzad Rasheed, Lexington, KY, USAIlari Rautalin, Auckland, New ZealandJaime Raymond, Atlanta, GA, USARobert W. Regenhardt, Boston, MA, USAHeiner Rindermann, Chemnitz, GermanyRodrigo Rivas, Temuco, ChileVictor Rivera, Houston, TX, USAJayanta Roy, Kolkata, IndiaAnthony Rudd, London, UKClaudio Sacks, Valparaiso, ChileMiguel J. Sánchez Boyero, Villalba, SpainClaudia Santos Silva, Lisbon, PortugalUlf Schminke, Greifswald, GermanyGianpietro Sechi, Sassari, ItalyMargitta Seeck, Geneva, SwitzerlandJohann Sellner, Mistelbach, AustriaYildizhan Sengul, Çanakkale, TurkeyChris Serrand, Nîmes, FranceXuezhong Shi, Zhengzhou, ChinaJijun Shi, Suzhou, ChinaJussi Sipilä, Joensuu, FinlandJuan Solano-Atehortua, Medellín, ColombiaBiju Soman, Thiruvananthapuram, IndiaAna L. Sosa-Ortiz, Mexico City, MexicoSapna E. Sreedharan, Thiruvananthapuram, IndiaHans J. Steiger, Düsseldorf, GermanyJayanand Sudhir, Thiruvananthapuram, IndiaSheng-Feng Sung, Tainan, TaiwanKatharina S. Sunnerhagen, Gothenburg, SwedenKeisuke Suzuki, Tochigi, JapanHash B. Taha, St. Louis, MO, USAEvelyn Talbott, Pittsburgh, PA, USAAhmad F. Tamimi, Amman, JordanKay S. Tan, Kuala Lumpur, MalaysiaYvonne Teuschl, Krems, AustriaEvan L. Thacker, Provo, UT, USATharshanah Thayabaranathan, Clayton, VIC, AustraliaVincent Thijs, Heidelberg, VIC, AustraliaMiguel A. Tola-Arribas, Valladolid, SpainChing-Piao Tsai, Taipei, TaiwanAngeliki Tsapanou, New York City, NY, USAGeorgios Tsivgoulis, Athens, GreeceWen-Jun Tu, Beijing, ChinaJulia A. Tuominen, Bergen, NorwayChristophe Tzourio, Bordeaux, FranceGalip C. Uyar, Varlık, TurkeyAnand Vaishnav, Vadodara, IndiaJuan F. Vázquez Costa, Valencia, SpainNarayanaswamy Venketasubramanian, Singapore, SingaporeRenato Verdugo, Santiago, ChileDeepti Vibha, New Delhi, IndiaNatalia Vilor-Tejedor, Barcelona, SpainVictor Volovici, Rotterdam, The NetherlandsWenzhi Wang, Beijing, ChinaYanzhong Wang, London, UKRenxi Wang, Beijing, ChinaTissa Wijeratne, Saliyapura, Sri LankaJeffrey J. Wing, Columbus, OH, USAYing Xu, Randwick, NSW, AustraliaKaishou Xu, Guangzhou, ChinaHaruko Yamamoto, Osaka, JapanBing Ye, Toronto, ON, CanadaYaqun Yuan, East Lansing, MI, USAAbdul H.K. Yusof Khan, Putra, MalaysiaDiego Zaquera Carvalho, Rochester, MN, USAMarialuisa Zedde, Reggio Emilia, ItalyGökçe Zeytin Demiral, Afyonkarahisar, TurkeyHaisu Zhang, Atlanta, GA, USADanni Zheng, Sydney, NSW, Australia
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 | 0.001 | 0.156 |
| 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) | 0.000 | 0.001 |
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".