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Record W2161589976 · doi:10.1177/1059601112448422

International Collaboration for Academic Publication

2012· article· en· W2161589976 on OpenAlexaboutno aff
Amy Y. Ou, Luisa Varriale, Anne S. Tsui

Bibliographic record

VenueGroup & Organization Management · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicGender Diversity and Inequality
Canadian institutionsnot available
Fundersnot available
KeywordsPublishingTransaction costSample (material)Diversity (politics)Public relationsBusinessPolitical scienceSociologyMarketingLibrary scienceComputer science

Abstract

fetched live from OpenAlex

In this study, the authors examine factors that explain international scholars’ success in publishing in North American management journals through collaboration. Drawing on the international entry mode literature, the authors propose that international collaboration teams are more successful when they increase complementary resources and reduce transaction costs. A sample of 364 articles from 10 North American management journals shows that teams published in higher impact management journals when they had U.S. or Canadian collaborators, higher proportions of assistant professors, and less gender diversity. Combining additional findings from 23 semistructured interviews, the authors provide a research model to explain the resources and costs embedded in international collaboration teams as well as mechanisms that help transform costs into resources.

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 imitation

Not 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)0.021
metaresearch head score (Gemma)0.072
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Bibliometrics
Consensus categoriesnone
DomainCandidate signal: Incentives · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.994
Threshold uncertainty score0.335

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0210.072
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0060.010
Science and technology studies0.0090.007
Scholarly communication0.0310.015
Open science0.0020.024
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.1000.026

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 head0.065
GPT teacher head0.318
Teacher spread0.253 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designObservational
DomainIncentives
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

Citations26
Published2012
Admission routes1
Has abstractyes

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