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Thank you to Reviewers list July 2019–July 2023
Bibliographic record
VenueJCMS Journal of Common Market Studies · 2024
Typearticle
Languageen
FieldDecision Sciences
TopicAcademic Publishing and Open Access
Canadian institutionsnot available
FundersU.S. Naval AcademyConsejo Superior de Investigaciones CientíficasSonoma State UniversityUniversity of Massachusetts AmherstUniversity at BuffaloThünen-InstitutForeign, Commonwealth and Development OfficeSorbonne UniversitéUniversitat Autònoma de BarcelonaUniversity of ThessalyUniversität ErfurtUniversität Duisburg-EssenUniversität zu KölnUniversität BremenUniversiteit AntwerpenUniversiteit van TilburgUniverza v LjubljaniFreie Universität BerlinUniversität MannheimUniversité de LausanneUniversità BocconiCentral European UniversityUniversità di BolognaUniversitat de BarcelonaUniversidade de LisboaGöteborgs UniversitetUniversidad Nacional Autónoma de MéxicoLudwig-Maximilians-Universität MünchenKarl-Franzens-Universität GrazTechnische Universität MünchenRoyal Holloway, University of LondonUniversitetet i OsloKeele UniversityCity, University of LondonMalmö HögskolaUniversitetet i BergenUniversità degli Studi di FirenzeWaseda UniversityRheinische Friedrich-Wilhelms-Universität BonnVrije Universiteit BrusselUniversiteit GentOrta Doğu Teknik ÜniversitesiOesterreichische NationalbankUniversità degli Studi di TrentoUniversité de StrasbourgUniversité de GenèveUniversity of TorontoUniversitat de ValènciaQueen's UniversityUniversität WienHeinrich-Heine-Universität DüsseldorfEidgenössische Technische Hochschule ZürichSan Francisco State UniversityUniversity of North TexasDalhousie UniversityState University of New YorkCollegio Carlo AlbertoNorges Teknisk-Naturvitenskapelige UniversitetUniversiteit UtrechtVrije Universiteit AmsterdamErasmus Universiteit RotterdamWashington University in St. LouisTechnische Universität KaiserslauternMonash UniversityUniversity of WashingtonRijksuniversiteit GroningenUniversity of OttawaEuropean University InstituteUniversity College CorkUniversitetet i AgderUniversity of LimerickUniversität ZürichNational University of SingaporeDurham UniversityUniversity of TwenteUniversity of BristolSyddansk UniversitetHarvard UniversityUniversity of AberdeenQueen's University BelfastSyracuse UniversityCardiff UniversitySlovenská Akadémia ViedNewcastle UniversityUniversity of OxfordFurman UniversityKing's College LondonLondon School of Economics and Political ScienceCoventry UniversityUniversity of WarwickRadboud UniversiteitUppsala UniversitetUniversità degli Studi di PaviaUniversity of St AndrewsSaint Petersburg State UniversityUniversità degli Studi di SienaMurdoch UniversityUniversity of ExeterItä-Suomen YliopistoEberhard Karls Universität TübingenUniversity of SurreyOhio State UniversityUniversiteit LeidenBond UniversityUniversity of GlasgowYork UniversityUniversitat Pompeu FabraUniversity of HertfordshireUniversity of SouthamptonCopenhagen Business SchoolSusquehanna UniversityUniversität HamburgUniversity of East AngliaUniversity of Illinois at Urbana-ChampaignUniversité de LilleEdinburgh Napier UniversityInstitut d'études politiques de Grenoble, Université Grenoble AlpesFriedrich-Schiller-Universität JenaLeuphana Universität LüneburgUniversity of ReadingDublin City UniversityUniversity of North Carolina at Chapel HillUniversité Catholique de LouvainPolitecnico di TorinoJyväskylän YliopistoUniversité du LuxembourgUniversität SalzburgAston UniversityUniversità degli Studi di MilanoUniversity College DublinBudapesti Corvinus EgyetemUniversity of EssexUniversità degli Studi di CagliariNottingham Trent UniversityUniversità degli Studi del Piemonte OrientaleKingston UniversityHebrew University of JerusalemUniversity of the West of EnglandUniversiteit MaastrichtUniversity of HullTrent UniversityAcademic Association for Contemporary European StudiesQueen Mary University of LondonUniversity of CanterburyUniversity of SussexAarhus UniversitetMassachusetts Institute of TechnologyUniversität BaselUniversity of BathLeeds Beckett UniversityUniversity of MissouriAthens University of Economics and BusinessMasarykova UniverzitaUniversité de FribourgUniversiteit van AmsterdamUniversity of ChittagongUniversity College LondonTartu ÜlikoolUniversity of WyomingPrinceton UniversityAtilim ÜniversitesiJohns Hopkins UniversityBen-Gurion University of the NegevUniversity of LeicesterGeorgia Southern UniversityOld Dominion UniversityUniversität KonstanzUniversity of the PacificWissenschaftszentrum Berlin für SozialforschungUniversity of LeedsKU LeuvenUniversity of South Carolina
KeywordsEnvironmental scienceLibrary scienceComputer science
Abstract
No abstract in any covered source. Its absence is recorded, not treated as a negative.
No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
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.
metaresearch head score (Codex)0.021
metaresearch head score (Gemma)0.018
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.612
Threshold uncertainty score0.999
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.021 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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.
Opus teacher head0.142
GPT teacher head0.484
Teacher spread0.342 · how far apart the two teachers sit on this one work
Validation status
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.
Study designNot applicable
Domainnot available
GenreEmpirical
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".
Quick stats
Citations0
Published2024
Admission routes1
Has abstractno