Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Caries Research:Jacqueline Abranches, Gainesville, FL, USAAndreas Agouropoulos, Athens, GreeceChristian Paul Ahearn, Buffalo, NY, USABasaruddin Ahmad, Kubang Kerian, MalaysiaAli Al-Ahmad, Freiburg, GermanyMohammed Al-Mosawi, Leeds, UKLuana Severo Alves, Santa Maria, BrazilNajith Amarasena, Adelaide, SA, AustraliaM. Ando, Indianapolis, IN, USAIdalina Vieira Aoki, São Paulo, BrazilChristian Apel, Aachen, GermanyVicente Aranguiz, Santiago, ChileAnne Astrom, Bergen, NorwayEnes Ayan, Kirikkale, TurkeyAzam Bakhshandeh, Copenhagen, DenmarkMarwa Baraka, Alexandria, EgyptGeorgios N. Belibasakis, Huddinge, SwedenEdgar O. Beltrán, Bogotá, ColombiaDouglas Benn, Omaha, NE, USAEduardo Bernabe, London, UKLars Bjørndal, Copenhagen, DenmarkRafael Aiello Bomfim, Campo Grande, BrazilRoberta Borg-Bartolo, Bern, SwitzerlandAlessandra Buhler Borges, Sao Jose dos Campos, BrazilMariana Minatel Braga, São Paulo, BrazilAline Silva Braga, São Paulo, BrazilJonathan M. Broadbent, Dunedin, New ZealandBurak Buldur, Sivas, TurkeyMia Cousins Burleigh, Glasgow, UKMichael Burrow, Hong Kong, ChinaJing Cai, Ann Arbor, MI, USAGuglielmo Campus, Bern, SwitzerlandThiago Saads Carvalho, Bern, SwitzerlandJoana Christina Carvalho, Louvain-la-Neuve, BelgiumJorge L. Castillo, Lima, PeruLuiz Alexandre Chisini, Nijmegen, The NetherlandsChun Hung Chu, Hong Kong, ChinaLetícia Donato Comim, Camobi, Santa Maria, BrazilThereza Christina Coutinho, Niteroi, BrazilYasmi Crystal, New York, NY, USAMarcelle Danelon, Dresden, GermanyAn Dao, Brisbane, QLD, AustraliaStuart Dashper, Parkville, VIC, AustraliaThomas Davidson, Linköping, SwedenFrederico Barbosa de Sousa, Joao Pessoa, BrazilChris Deery, Sheffield, UKFlavio Fernando Demarco, Pelotas, BrazilMichele Baffi Diniz, São Paulo, BrazilAna Paula Pires Dos Santos, Rio de Janeiro, BrazilDuangporn Duangthip, Columbus, OH, USARalph Duckworth, Middlesbrough, UKMaha El Tantawi, Alexandria, EgyptRokaia Elagami, São Paulo, BrazilMarcella Esteves-Oliveira, Tübingen, GermanyRob A.M. Exterkate, Amsterdam, The NetherlandsCarlos Alberto Feldens, Porto Alegre, BrazilFernanda Fedatto, Porto Alegre, BrazilGrace Gomez Felix Gomez, Indianapolis, IN, USAIzabella Barbosa Fernandes, Minas Gerais, BrazilConstanza E. Fernández, Talca, ChileJames R. Fernando, Melbourne, VIC, AustraliaJose Leopoldo Ferreira Antunes, São Paulo, BrazilLyndie A. Foster Page, Dunedin, New ZealandMaria do Carmo Matias Freire, Goiania, BrazilKarla Gambetta-Tessini, Talca, ChileCarolina Ganss, Marburg, GermanyMariana Gasperini, São Paulo, BrazilThais Gimenez, São Paulo, BrazilGerd Göstemeyer, Berlin, GermanyYue Guo, Changsha, ChinaChristian Hannig, Dresden, GermanyAnders Hedenbjörk-Lager, Malmö, SwedenDebora Heller, São Paulo, BrazilDaniela Hesse, Amsterdam, The NetherlandsJuliana Balbinot Hilgert, Porto Alegre, BrazilLeandro A. Hilgert, Brasilia, BrazilXuelian Grace Huang, Columbus, OH, USAFernando Neves Hugo, New York, NY, USAMarie-Charlotte Huysmans, Nijmegen, The NetherlandsNicola Innes, Cardiff, UKAnahita Jablonski-Momeni, Marburg, GermanyDerk-Jan Jager, Amsterdam, The NetherlandsHrvoje Juric, Zagreb, CroatiaSotos Kalfas, Thessaloniki, GreeceMireille Kanaan, Brussels, BelgiumSarah Arangurem Karam, Pelotas, BrazilCallahan Katrak, Gainesville, FL, USAMartha Ann Keels, Durham, NC, USABakhtinur Oybutaevich Khudanov, Tashkent, UzbekistanMarlise Klein, Piracicaba, BrazilJessica Klöckner Knorst, Santa Maria, BrazilEric Sean Krukonis, Detroit, MI, USAJan Kuehnisch, Munich, GermanyJan Kühnisch, Munich, GermanyGajanan Kulkarni, Toronto, ON, CanadaMatheus Kury, São Paulo, BrazilIrina Kuzmina, Moscow, RussiaSoraya Coelho Leal, Brasilia, BrazilJukka Sakari Leinonen, Kuopio, FinlandAndré Ferreira Leite, Brasilia, BrazilVicente Castelo Branco Leitune, Porto Alegre, BrazilJiyao Li, Chengdu, ChinaYuqing Li, Chengdu, ChinaGabriela Liedke, Santa Maria, BrazilAntoon J.M. Ligtenberg, Amsterdam, The NetherlandsSergio Line, Piracicaba, BrazilPeter Lingström, Gothenburg, SwedenFrank Lippert, Bloomington, IN, USAStefan Listl, Nijmegen, The NetherlandsMatheus Lotto, Bauru, BrazilBenedikt Luka, Hannover, GermanyErin Mahoney, Wellington, New ZealandAnastasia Maklennan, Bern, SwitzerlandIlze Maldupa, Riga, LatviaRicaurte Alejandro Marquez-Ortiz, Bogotá, ColombiaPatricia Marquezan, Camobi, BrazilFrancisca Marro, Gent, BelgiumTeresa Marshall, Iowa City, IA, USATamires Timm Maske, Pelotas, BrazilDaniel W. McNeil, Gainesville, FL, USAPaulo Ribeiro de Melo, Porto, PortugalFausto Medeiros Mendes, São Paulo, BrazilEce Meral, Ankara, TurkeyYilan Miao, Ann Arbor, MI, USASuzanne Michalek, Birmingham, AL, USAStavroula Michou, Copenhagen, DenmarkPeter Milgrom, Seattle, WA, USAKate Milledge, Alfords Point, NSW, AustraliaMohammad Moharrami, Toronto, ON, CanadaPaula Moynihan, Adelaide, SA, AustraliaCecilia Muñoz-Sandoval, Talca, ChileKlaus W. Neuhaus, Bern, SwitzerlandSamira Helena Niemeyer, Bern, SwitzerlandDiego Figueiredo Nóbrega, Piracicaba, BrazilBente Nyvad, Aarhus, DenmarkElizabeth O’Sullivan, Hull, UKSaoirse O’Toole, London, UKLeticia Oba Sakae, Bern, SwitzerlandIsabel Cristina Olegário, Dublin, IrelandMatheus L Oliveira, Piracicaba, BrazilSebastian Paris, Berlin, GermanyJeong-Won Park, Seoul, Republic of KoreaFrancisco Wanderley Garcia Paula-Silva, Ribeirão Preto, BrazilTalita Pereira, São José dos Campos, BrazilDaniela Prócida Raggio, São Paulo, BrazilEero Juhani Raittio, Aarhus, DenmarkPatricia Papoula Gorni Reis, Petropolis, BrazilCecília Claudia Costa Ribeiro, Maranhão, BrazilAntonio Pedro Ricomini Filho, Piracicaba, BrazilMarina Rocha, Pelotas, BrazilEwa Joanna Rodakowska, Bergen, NorwayLidiany Karla Azevedo Rodrigues, Fortaleza, BrazilHelen Rogers, Newcastle upon Tyne, UKAngelo Giuseppe Roncalli, Rio Grande do Norte, BrazilBegoña Ruiz, Santiago, ChileStefan Rupf, Saarbrücken, GermanyCaio Sampaio, Araçatuba, BrazilFabio Correia Sampaio, Joao Pessoa, BrazilRuth Santamaria, Greifswald, GermanyPatricia Santos, Natal, BrazilShilpa Sarawagi, Singapore, SingaporeTakuichi Sato, Niigata, JapanTais Scaramucci, São Paulo, BrazilSebastian Schlafer, Aarhus, DenmarkFalk Schwendicke, Munich, GermanySaroash Shahid, London, UKCácia Signori, Pelotas, BrazilDagmar Else Slot, Amsterdam, The NetherlandsArmando E Soto-Rojas, Indianapolis, IN, USAChristian Splieth, Greifswald, GermanyLina Stangvaltaite-Mouhat, Oslo, NorwayCinthia Pereira Machado Tabchoury, Piracicaba, BrazilGreig D. Taylor, Newcastle, UKTamara Kerber Tedesco, São Paulo, BrazilWilliam Murray Thomson, Dunedin, New ZealandLeo Tjäderhane, Helsinki, FinlandScott L. Tomar, Chicago, IL, USAAndréa Fonseca-Gonçalves, Rio de Janeiro, BrazilSergio E. Uribe, Riga, LatviaAstrid C. Valdivia-Tapia, Indianapolis, IN, USAFrançoise Hélène van de Sande, Pelotas, BrazilMonique H. van der Veen, Amsterdam, The NetherlandsStephanie J.M. van Leeuwen, Nijmegen, The NetherlandsKarin van Nes, Amsterdam, The NetherlandsMario Vianna Vettore, Aarhus, BrazilAlexandre Vieira, Greenville, SC, USACatherine M.C. Volgenant, Amsterdam, The NetherlandsWilliam Wade, London, UKAnnette Wiegand, Göttingen, GermanyRichard Wierichs, Bern, SwitzerlandGary Guan Xu, Ann Arbor, MI, USAFunda Yanıkoğlu, Istanbul, TurkeyAsmaa Aly Yassen, Cairo, EgyptOllie Yiru Yu, Hong Kong, ChinaAndrea Ferreira Zandona, Columbus, OH, USALin Zeng, Gainesville, FL, USAJulio Eduardo do Amaral Zenkner, Santa Maria, BrazilDomenick T. Zero, Indianapolis, IN, USAZhaoxin Zhang, Kaifeng, ChinaNanxiang Zhao, Ann Arbor, MI, 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 | 0.001 | 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 | 0.004 |
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".