Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for the ongoing support in reviewing manuscripts for Neuroepidemiology:Carlos Abanto, Lima, PeruThierry Armel Adoukonou, Parakou, BeninGiuseppina Affinito, Naples, ItalyRoberta Agabio, Monserrato, ItalyAmit Agrawal, Bhopal, IndiaSaeed Akhtar, Safat, KuwaitSalman Al Jerdi, Doha, QatarSteven M. Albert, Pittsburgh, PA, USAMohammed A. Aldriweesh, Riyadh, Saudi ArabiaLaura Amaya Pascasio, Almería, SpainEncarnita Raya Ampil, Manila, PhilippinesAkshay Anand, Chandigarh, IndiaNada Andelic, Oslo, NorwayAnnibale Antonioni, Ferrara, ItalyFateen Ata, Doha, QatarSari Atula, Helsinki, FinlandFang Ba, Edmonton, AB, CanadaSeyed Mohammad Baghbanian, Sari, IranElisa Baldin, Bologna, ItalyKiran Bam, Melbourne, VIC, AustraliaSrinivasarao Bandaru, Hyderabad, IndiaAlan Barber, Auckland, New ZealandAntonia Barcelo, Madrid, SpainRonald Bartels, Nijmegen, The NetherlandsDarina Bassil, Cambridge, MA, USALuc Bauchet, Montpellier, FranceLin Beilei, Zhengzhou, ChinaYannick Béjot, Dijon, FranceCan Ebru Bekircan-Kurt, Ankara, TurkeyHesna Bektas, Ankara, TurkeyJulian Benito-Leon, Madrid, SpainPeter Berlit, Berlin, GermanyFélix Bermejo Pareja, Madrid, SpainDiane S. Berry, Dallas, TX, USADaiana Bezzini, Siena, ItalyNadir Bharucha, Mumbai, IndiaSonu M.M. Bhaskar, Sydney, NSW, AustraliaLucy Binney, Oxford, UKMulugeta Birhanu, Clayton, NC, AustraliaMichał Błaż, Krakow, PolandGudrun Boysen, Holte, DenmarkSusanna Brauner, Stockholm, SwedenCarol Brayne, Cambridge, UKJordan Brooks, San Francisco, CA, USAMarisa Brum, Setúbal, PortugalVeronica Bruno, Calgary, AB, CanadaHrvoje Budincevic, Zagreb, CroatiaCheryl D. Bushnell, Winston Salem, NC, USALouis Caplan, Boston, MA, USAArturo Carpio, Cuenca, EcuadorJoaquim Cerejeira, Coimbra, PortugalSokratis Michael Charisis, San Antonio, TX, USAFiona Xiang Yan Chen, Hong Kong, ChinaDae Young Cheon, Hwaseong, Republic of KoreaXiaosa Chi, Qingdao, ChinaJerome Hsi-Cheng Chin, New York, NY, USACheng-Di Chiu, Taichung, TaiwanKamil Chwojnicki, Gdansk, PolandAnnabelle Coleman, London, UKInês Correia, Coimbra, PortugalSalvador Cruz-Flores, El Paso, TX, USAAntonio Culebras, Fayetteville, AR, USALachlan L. Dalli, Clayton, NC, AustraliaJohn Dalrymple, Christchurch, New ZealandGregory S. Day, Jacksonville, FL, USACeleste A. de Jager Loots, London, UKMohammad Dehghan Rouzi, Manchester, UKSoaham Desai, Anand, IndiaJean-Claude Desport, Limoges, FranceDing Ding, Shanghai, ChinaVivian Drory, Tel Aviv, IsraelIrina Drozdova, Auckland, New ZealandMervyn Eadie, Brisbane, QLD, AustraliaAgnethe Eltoft, Tromso, NorwayDaniells Andrea Erazo, Limoges, FranceJose M. Farfel, Chicago, IL, USAJose Fernandez-Ferro, Madrid, SpainTommaso Filippini, Modena, ItalyMassimiliano Filosto, Brescia, ItalyJames L. Fisher, Columbus, OH, USASi-Lei Fong, Kuala Lumpur, MalaysiaMatteo Foschi, Ravenna, ItalyGary Franklin, Seattle, WA, USASeana Gall, Hobart, TAS, AustraliaKrishnan Ganapathy, Chennai, IndiaHannah Gardener, Miami, FL, USAMelina Gattellari, Camperdown, NSW, AustraliaMayank Gautam, Philadelphia, PA, USAAli Ghanem, Dallas, TX, USADarshan Ghia, Murdoch, WA, AustraliaEnrico Gavino Giuseppe Granieri, Ferrara, ItalyMarkus Gschwind, Aarau, SwitzerlandMaëlenn Guerchet, Limoges, FranceHebatalla Saher Hashem, Giza, EgyptWillard Allen Hauser, Nyack, NY, USAJudith Heidebrink, Ann Arbor, MI, USAAkiyuki Hiraga, Chiba, JapanIlse vom Hofe, Rotterdam, The NetherlandsSarah Hoffmann, Berlin, GermanyChaur-Jong Hu, Taipei, TaiwanDalius Jatuzis, Vilnius, LithuaniaHaomiao Jin, Guildford, UKRichard N. Jones, Providence, RI, USALourdes Corrales Joson, Manila, PhilippinesAleksa Jovanovic, Belgrade, SerbiaZhang Jun-Huai, Chengdu, ChinaRaj Kalaria, Newcastle upon Tyne, UKKandice A. Kapinos, Arlington, VA, USAArnon Karni, Tel Aviv, IsraelPatrick K. Kearns, Edinburgh, UKIstvan Kenessey, Budapest, HungaryCarlos Ketzoian, Montevideo, UruguaySina Khodakarimi, Tabriz, IranJoosup Kim, Clayton, NC, AustraliaJohnathan Cooper-Knock, Sheffield, UKKatsuhiko Kohara, Ibusuki, JapanAmos D. Korczyn, Ramat Aviv, IsraelMiikka Korja, Helsinki, FinlandErica Kornblith, San Francisco, CA, USAOsman Korucu, Ankara, TurkeyJanika Kõrv, Tartu, EstoniaSonja Kosek, Uppsala, SwedenSoewarta Kosen, Jakarta, IndonesiaMichael Kravchenko, Moscow, RussiaRita V. Krishnamurthi, Auckland, New ZealandWalter A. Kukull, Seattle, WA, USASatheesh Kumar, Leicester, UKAkif Hakan Kurt, Bolu, TurkeySini Laakso, Helsinki, FinlandHannu Kaarlo Styrbjorn Laaksovirta, Helsinki, FinlandSue Min Lai, Kansas City, MO, USAAnne-Marie Landtblom, Uppsala, SwedenMelissa Lannon, Hamilton, ON, CanadaQuentin Le Grand, Bordeaux, FranceElena R. Lebedeva, Yekaterinburg, RussiaBrian Lebowitz, Lake Grove, NY, USAMaria Isabel Da Silva Leite, Oxford, UKWei Li, Birmingham, AL, USAShen Yang Lim, Kuala Lumpur, MalaysiaChi-Ying R. Lin, Houston, TX, USAVasileios-Arsenios Lioutas, Boston, MA, USANicoletta Locuratolo, Rome, ItalyLucretia Long, Columbus, OH, USAMauricio Alejandro Lopez-Espejo, Santiago, ChileElan D. Louis, Dallas, TX, USAMelinda Magyari, Glostrup, DenmarkMahsa Mahmoudinezhad, Dezfoul, IranElena M. Majano Muñoz, San Salvador, El SalvadorUmberto Manera, Turin, ItalySeyed Farzad Maroufi, Tehran, IranMan Mohan Mehndiratta, New Delhi, IndiaHal Meltzer, Morgantown, WV, USAOmid Mirmosayyeb, Buffalo, NY, USAMohammad Mofatteh, Belfast, UKRami Z. Morsi, Chicago, IL, USAMarion Mortamais, Montpellier, FranceMaria Moschovou, Linköping, SwedenAlain Maxime Mouanga, Brazzaville, CongoSeyed Ehsan Mousavi, Tabriz, IranLuz Maria Moyano, Tumbes, PeruSumaira Mubarik, Wuhan, ChinaDaniel Myall, Christchurch, New ZealandRemi Nader, Houston, TX, USASeyed Aria Nejadghaderi, Kerman, IranLorene Marie Nelson, Stanford, CA, USANothani Linford Ngwenya, Bedford, UKJames Noble, New York, NY, USAFrancesco Nonino, Bologna, ItalyCullen O’Gorman, Gold Coast, QLD, AustraliaToshiho Ohtsuki, Osaka-Sayama, JapanMuideen Olaiya, Clayton, NC, AustraliaRaffaele Ornello, L’Aquila, ItalyMenglu Ouyang, Sydney, NSW, AustraliaSerefnur Ozturk, Selcuk, TurkeyGea Pandhita, Tangerang, IndonesiaCamila Pantoja-Ruiz, London, UKTatjana Pekmezovic, Belgrade, SerbiaChava Peretz, Tel Aviv, IsraelGerman Enrique Perez-Romero, Bogota, ColombiaNils Peters, Zurich, SwitzerlandFredrik Piehl, Stockholm, SwedenLuis Pinto-Coelho, Porto, PortugalAshok Reddy Polu, Atlanta, USASimone Pomati, Milano, ItalyAthi Ponnusamy, Sheffield, UKJ. Putaala, Helsinki, FinlandOliver William John Quarrell, Sheffield, UKKurupath Radhakrishnan, Palakkad, IndiaPaolo Ragonese, Palermo, ItalyAlex H. Rajput, Saskatoon, SK, CanadaAnna Ranta, Wellington, New ZealandChaturbhuj Rathore, Ahmedabad, IndiaIlari Rautalin, Auckland, New ZealandJaime Raymond, Atlanta, GA, USARobert W. Regenhardt, Boston, MA, USASabah Rehman, Hobart, TAS, AustraliaMichael Robers, Phoenix, AZ, USAAnthony Rudd, London, UKPhilippe A. Salles, Santiago, ChileIrawan Satriotomo, Gainesville, FL, USAMink Schinkelshoek, Leiden, The NetherlandsUlf Schminke, Greifswald, GermanyMinglei Shi, London, UKLudy Shih, Boston, MA, USAChristen Shoesmith, London, ON, CanadaDonald Silberberg, Philadelphia, PA, USAMatti Sillanpää, Turku, FinlandSara Simeoni, Udine, ItalySteve Simpson-Yap, Carlton, VIC, AustraliaRakesh Singh, Athens, GA, USAJussi Sipilä, Turku, FinlandJulio Sotelo, Mexico City, MexicoJohn David Spence, London, ON, CanadaRosa Suner-Soler, Girona, SpainSheng-Feng Sung, Chiayi, TaiwanMichael Swash, London, UKHash Brown Taha, Los Angeles, CA, USAHongfei Tai, Beijing, ChinaEvelyn O. Talbott, Pittsburgh, PA, USAAhmad F. Tamimi, Amman, JordanAigul Tazhiyeva, Almaty, KazakhstanClaudia Testa, Raleigh, NC, USAYvonne Teuschl, Krems, AustriaTharshanah Thayabaranathan, Clayton, NC, AustraliaClémence Thébaut, Limoges, FranceTheoharis C. Theoharides, Clearwater, FL, USADe-Cai Tian, Beijing, ChinaSerge Timsit, Brest, FranceThomas Truelsen, Copenhagen, DenmarkChing-Piao Tsai, Taipei, TaiwanChung-Fen Tsai, Taipei, TaiwanChristophe Tzourio, Bordeaux, FranceDaniele Urso, Bari, ItalyNicola Vanacore, Rome, ItalyKonstantinos Nikitas Vemmos, Athens, GreeceNarayanaswamy Venketasubramanian, Singapore, SingaporeLuca Vignatelli, Bologna, ItalyVictor Volovici, Rotterdam, The NetherlandsMitchell Wallin, Vancouver, BC, CanadaShanjie Wang, Harbin, ChinaYunzhi Wang, Baltimore, MD, USAYanzhong Wang, London, UKWenzhi Wang, Beijing, ChinaFrances Weaver, Hines, IL, USAYohannes Woubishet Woldeamanuel, Stanford, CA, USAAndrew Wong, Herston, QLD, AustraliaPingyi Xu, Guangzhou, ChinaYingying Yang, Beijing, ChinaGabriel Yiin, Oxford, UKYuan Yuan, East Lansing, MI, USAMarialuisa Zedde, Reggio Emilia, ItalyMaya Zeineddine, Beirut, LebanonHenrik Zetterberg, Gothenburg, SwedenYanan Zhang, Columbia, SC, USA
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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 | 0.154 | 0.246 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.029 | 0.169 |
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; both teacher heads agree on what is shown here.
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".