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Record W2908480403

Evolution Mechanisms for Digital Platforms: A Review and Analysis across Platform Types

2018· review· en· W2908480403 on OpenAlexaff
Ahmad Asadullah, Isam Faik, Atreyi Kankanhalli

Bibliographic record

VenueJournal of the Association for Information Systems · 2018
Typereview
Languageen
FieldBusiness, Management and Accounting
TopicDigital Platforms and Economics
Canadian institutionsWestern University
Fundersnot available
KeywordsComputer scienceData science
DOInot available

Abstract

fetched live from OpenAlex

<p>Digital platforms have emerged as a major organizational form in various industries including hospitality (e.g., Airbnb), innovation (e.g., Designhill), and software development (e.g., Apple iOS). Some platforms evolve successfully to build stable and growing ecosystems, while many fail to do so. The high rate of failure amongst platforms can be linked to platforms emulating mechanisms from successful platforms that are less applicable to their context. Therefore, understanding the evolution of platforms requires attention to variations in their evolution mechanisms across platform types. In this paper, we analyze the mechanisms of platform evolution across multiple platform types by reviewing the growing literature on digital platforms within major Information Systems (IS) journals, IS conferences and management journals. We identify three categories of evolution mechanisms, namely platform design, platform operations and capabilities, and platform ecosystem and governance. Our analysis points to variation in the applicability of each category across different types of platforms.</p>

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication
Consensus categoriesScholarly communication
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.880
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0020.014
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.029
GPT teacher head0.267
Teacher spread0.238 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreReview

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

Citations5
Published2018
Admission routes1
Has abstractyes

Explore more

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