Bibliographic record
Venuenot available
Typearticle
Languageen
FieldEngineering
TopicHuman auditory perception and evaluation
Canadian institutionsnot available
FundersCentro de Investigaciones Energéticas, Medioambientales y TecnológicasUniversidad Nacional de Colombia, Sede ManizalesUniversity of Colorado DenverCollege of Engineering, Michigan State UniversitySamsungUniversidad de DeustoBahria UniversityCentro de Investigación Científica y de Educación Superior de Ensenada, Baja CaliforniaKauno Technologijos UniversitetasMinistry of Science and ICT, South KoreaUniversität RostockUniversiti Malaysia TerengganuTelekom Malaysia BerhadUniversiti Kuala LumpurBangladesh University of Engineering and TechnologyXiamen UniversityUniversidad de CórdobaUniversidade Federal do ParanáYunnan Nationalities UniversityUniversity of TabrizUniversity of the PhilippinesInternational Islamic University MalaysiaKing Mongkut's Institute of Technology LadkrabangUniversità degli Studi di SalernoUniversity of Illinois at Urbana-ChampaignRīgas Tehniskā UniversitāteWuhan UniversityUniversidad de ZaragozaIran University of Science and TechnologyUniversidade do PortoNational Taipei University of TechnologyAristotle University of ThessalonikiUniversity of Kuala LumpurUniversity of MauritiusUniversiti Teknikal Malaysia MelakaUniversity at BuffaloUniversidad de MurciaUniversiti Teknologi MARAUniversity of IsfahanUniversiti Sains MalaysiaUniversitatea Politehnica TimisoaraUniversiti Kebangsaan MalaysiaUniversity of SussexUniversity of TehranUniversiti MalayaIstituto Italiano di TecnologiaSapienza Università di RomaRazi UniversityUniversity of DelhiUniversidad Carlos III de MadridTsinghua UniversityTarbiat Modares UniversityUniversiti Teknologi MalaysiaUniversità degli Studi di SienaUniversity of Hong KongEuskal Herriko UnibertsitateaConcordia UniversityUniversidad Nacional de ColombiaKing Abdullah University of Science and TechnologyAmirkabir University of TechnologyIslamic Azad UniversityKorea Polytechnic UniversityShimane UniversityZhejiang Normal UniversitySharif University of TechnologyUniversità degli Studi di VeronaSyracuse UniversityUniversity of CalcuttaCentral Queensland UniversityUniversiti Tun Hussein Onn MalaysiaRMIT UniversityMalaviya National Institute of Technology, JaipurRice UniversityMultimedia UniversityHungkuang UniversityUniversiti Tenaga NasionalUlster UniversitySwansea UniversityGeorgia Institute of TechnologyUniversity of NottinghamUniversiti Malaysia PahangDoğu Akdeniz ÜniversitesiKing Faisal UniversityUniversity of AnbarSRM Institute of Science and TechnologyIndian Institute of Technology RoorkeeUnited Arab Emirates UniversityUniversiti Teknologi PetronasTenaga Nasional BerhadUniversity of MoratuwaUniversity of Engineering and Technology, LahoreUniversiti Tunku Abdul RahmanAalto-YliopistoNational Applied Research LaboratoriesPolitecnico di TorinoUniversiti Malaysia SabahDamghan UniversityPurdue UniversityBharathiar UniversityEcole Supérieure des Communications de TunisUniversiti Pendidikan Sultan IdrisMonash UniversityBudapesti Műszaki és Gazdaságtudományi EgyetemUniversity of Salford ManchesterTexas Tech UniversitySheffield Hallam UniversityHeriot-Watt UniversityUniversity of Petroleum and Energy StudiesSwinburne University of TechnologyTechnische Universität ChemnitzZhejiang UniversityUniversiti Putra MalaysiaUniversidad Pontificia BolivarianaLappeenranta University of TechnologyEastern Kentucky UniversityUniversity of WaterlooPolitechnika WrocławskaBinus UniversityUniversity of GuilanPrince of Songkla UniversityUniversity of Arkansas for Medical SciencesChinese University of Hong KongUniversiti Malaysia PerlisUniversity of BaghdadUniversity of Notre DameCOMSATS Institute of Information TechnologyUniversity of PortsmouthUniversity of MosulKhalifa University of Science, Technology and ResearchUniverzita Komenského v BratislaveUniversity of TlemcenDurban University of TechnologyAuckland University of Technology, New ZealandCairo UniversityNorth Dakota State UniversityIndian Institute of ScienceMichigan State UniversityUniversity College DublinUniversity of SouthamptonUniversidad Nacional de CórdobaVerizonLouisiana State UniversityKwansei Gakuin University
KeywordsComputer scienceInformation retrievalWorld Wide Web
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 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)0.017
metaresearch head score (Gemma)0.180
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.512
Threshold uncertainty score0.730
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.017 | 0.180 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.017 | 0.006 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.488 | 0.310 |
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 head0.030
GPT teacher head0.258
Teacher spread0.228 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
Study designNot applicable
Domainnot available
GenreOther
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".
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Citations0
Published2012
Admission routes1
Has abstractno