Digital Innovation Ecosystem: Research Context, Research Hotspot and Research Trends-- Knowledge Mapping Analysis Using Citespace
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
As the product of digital economy era, digital innovation ecosystem is also the main research direction of collaborative innovation in the future. However, the summary and analysis of the new research object is limited. This paper conducts analysis of co-citation and co-occurrence keywords cluster with 373 literatures on the theme of digital innovation ecosystem from 2003 to 2019 in the core database of Web of Science using CiteSpace. It is found that there are four theoretical foundation and four major research topics in the related research. It is still the main research trend in the future to research the digital innovation ecosystem which integrates the service dominant logic.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.019 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.010 | 0.042 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.019 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it