Rethinking Global Innovation Strategy: Emerging Market Perspectives
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
The prosperity of emerging markets is challenging the traditional global innovation strategy. The unique characteristics—market fragmentation, demand heterogeneity, shortage of resources and inadequate infrastructure—of emerging markets impel their emergence as a source of innovation and disruptive force. Only the innovation with attributes of accessibility, acceptability, affordability and sustainability can match these characteristics and contribute to the rest of world. After revisiting the reality and dilemmas in today’s world, it is suggested that the essence of innovation should be solving everyday problems, eradicating poverty and hunger, and helping the people attain an inclusive-and-sustainable future. Therefore, this paper develops a grand revolution paradigm and provides a top-down-and-bottom-up approach to explore the untapped “Fortune at the Bottom of the Pyramid”.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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