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Record W2984867029 · doi:10.1177/0266242619884032

Accidental tourists? A cognitive exploration of serendipitous internationalisation

2019· article· en· W2984867029 on OpenAlexafffund
Andreea N. Kiss, Wade Danis, Sudhir Nair, Roy Suddaby

Bibliographic record

VenueInternational Small Business Journal Researching Entrepreneurship · 2019
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Business and FDI
Canadian institutionsUniversity of Victoria
FundersIowa State UniversityUniversity of Victoria
KeywordsInternationalizationCognitionAccidentalPerspective (graphical)Process (computing)Process theoryPsychologyWork (physics)BusinessMarketingComputer scienceWork in processEngineeringArtificial intelligence

Abstract

fetched live from OpenAlex

A substantial body of work views initial foreign market entries (FMEs) as intentional and deliberately planned by proactive decision-makers. However, research suggests that FMEs may also occur serendipitously. We take an international opportunity recognition (IOR) perspective and focus on the cognitive underpinnings of serendipitous internationalisation processes associated with six ventures. We highlight differences in the causal logics of decision-makers and cognitive attributes that, in the process of updating causal logics, create oscillations between serendipitous and subsequent planned FMEs. We also explain when and why an effectuation logic is more likely to be employed. We extend research on IOR by elaborating a dynamic interaction between planned and unplanned cognition that provides new insights into how cognitive processes facilitate opportunity recognition.

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 distilled prediction

Teacher imitation

Not 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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.075
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.004
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.001

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 head0.057
GPT teacher head0.300
Teacher spread0.243 · 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 teacher head, not a consensus.

Study designObservational
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

Citations36
Published2019
Admission routes2
Has abstractyes

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