Bibliographic record
VenueProceedings of the AAAI Conference on Artificial Intelligence · 2013
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicDiverse Scientific and Economic Studies
Canadian institutionsnot available
FundersOffice National d'études et de Recherches AérospatialesMenzies Centre for Australian Studies, King's College London, University of LondonConsejo Superior de Investigaciones CientíficasQueens College, City University of New YorkUniversity at BuffaloUniversity of California, Los AngelesStony Brook UniversityRégion NormandieSingapore Management UniversityAriel UniversityUniversité de LyonUniversity of Illinois at Urbana-ChampaignUniversität StuttgartUniversité Paris-Est Créteil Val-de-MarneUniversitat de LleidaUniversität UlmOffice of Naval ResearchLibera Università di BolzanoUniversité de MontpellierRheinische Friedrich-Wilhelms-Universität BonnAkademia Górniczo-Hutnicza im. Stanislawa StaszicaUniversiteit van TilburgGerman University in CairoUniversità degli Studi di BresciaUniversität MannheimUniversità degli Studi di VeronaTechnische Universität BerlinUniversidade do PortoUniversité Claude Bernard Lyon 1Aristotle University of ThessalonikiUniversität ZürichUniversidad de OviedoTechnion-Israel Institute of TechnologyNational and Kapodistrian University of AthensUniversitetet i BergenNational Institutes of HealthChinese University of Hong KongCentre National de la Recherche ScientifiqueMicrosoft Research AsiaUniversity of WaterlooSapienza Università di RomaPolitechnika PoznańskaUniversität LeipzigTsinghua UniversityLawrence Berkeley National LaboratoryKU LeuvenTechnological University DublinUniversidad Politécnica de MadridUniversity of TorontoÖrebro UniversitetUniversity of Maryland, Baltimore CountyHebrew University of JerusalemMichigan Technological UniversityAlbert-Ludwigs-Universität FreiburgJet Propulsion LaboratoryTechnische Universität DresdenPohang University of Science and TechnologyChinese Academy of SciencesUniversität BielefeldBoeingLoyola Marymount UniversityVrije Universiteit AmsterdamTemple UniversityUniversiteit UtrechtUniversité de FribourgGoogleUniversity of Wisconsin-MadisonUniversiteit van AmsterdamAberystwyth UniversityRMIT UniversityMonash UniversityÉcole Polytechnique Fédérale de LausanneShanghai Jiao Tong UniversityRaytheon CompanyUniversity College CorkUniversity of GalwayQueen's University BelfastUniversidad de ChileUniversity of PittsburghLoughborough UniversityUniversity of OxfordCity University of New YorkUlsan National Institute of Science and TechnologyFreie Universität BerlinUniversity of RochesterIndian Council of Agricultural ResearchKing's College LondonImperial College LondonUniversity of AlbertaUniversity of Texas at DallasUniversität SiegenIndian Institute of Technology DelhiInyuvesi Yakwazulu-NataliSpace Telescope Science InstituteInstituto Superior TécnicoUniversität TrierFlorida Institute of TechnologyNorthwestern UniversityMacalester CollegeUniversity of MemphisEidgenössische Technische Hochschule ZürichSoutheast UniversityInstitut national de recherche en informatique et en automatique (INRIA)University of EssexUniversity of DenverUniversidade de São PauloQueen's UniversityOregon State UniversityUniversität BremenCarnegie Mellon UniversityNew Mexico State UniversitySiemensBucknell UniversityState University of New YorkUniversity of PennsylvaniaUniversity of PatrasUniversität BaselPennsylvania State UniversityUniversität KasselNational Institute of InformaticsCase Western Reserve UniversityHarvard UniversityUniversity of AberdeenBen-Gurion University of the NegevLehigh UniversityJohns Hopkins UniversityNorth Carolina State UniversityUniversity of WashingtonMicrosoft ResearchUniverzita Karlova v PrazeColorado State UniversityBard CollegeUniversiteit MaastrichtUniversity of New South WalesUniversità della CalabriaUniversity of CreteCalifornia Institute of TechnologyNational University of IrelandUniversity of TulsaRensselaer Polytechnic InstituteTulane UniversityGriffith UniversityHarvey Mudd CollegeUniversitat Pompeu FabraArizona State UniversityBrown UniversityUniversidade Federal do Rio de JaneiroGeorgia Institute of TechnologyRice UniversityWake Forest UniversityOhio State UniversityNanyang Technological UniversityNational Aeronautics and Space AdministrationUniversity of OklahomaUniversity of Southern CaliforniaCarleton CollegeUniversity of Western MacedoniaPurdue UniversityVanderbilt UniversityYork UniversityGeorge Mason UniversityEuskal Herriko UnibertsitateaMassachusetts Institute of TechnologySandia National LaboratoriesWashington State UniversityBoston CollegeTechnische Universiteit DelftUniversity of Southampton
KeywordsPolitical science
Abstract
List of conference committees for AAAI-13, IAAI-13, and the EAAI-13 symposium.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
metaresearch head score (Codex)0.012
metaresearch head score (Gemma)0.027
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
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 score0.561
Threshold uncertainty score0.626
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.012 | 0.027 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.008 | 0.006 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.011 | 0.004 |
| Open science | 0.005 | 0.003 |
| Research integrity | 0.006 | 0.005 |
| Insufficient payload (model declined to judge) | 0.561 | 0.532 |
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 head0.130
GPT teacher head0.248
Teacher spread0.119 · 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 source (direct Gemma or distilled Codex), 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
Published2013
Admission routes1
Has abstractyes