Inner-product Labor Division and Product Architecture Trap: The Predicament and Strategy for Chinese Domestic Enterprise
Bibliographic record
Abstract
In the new international labor division system which takes inner-product labor division as primary characteristic, Chinese domestic enterprises are faced with two product architecture traps, the first one is product value chine lower section lock-in caused by excessive lower inner-product interface constrain degree and product value network compactness, and the second one is systematic innovation bottleneck caused by excessive high innerproduct interface constrain degree and product value network compactness degree. Domestic enterprise should adopt the strategies such as enhancing vertical integration degree and carrying on the tertiary-industry outsourcing tasks from foreign investment enterprises in order to speed the industrial upgrading and cope with the first product architecture trap. Domestic enterprise should adopt more opening-up organization location in order to lower the systematic innovation difficulty. Technical and organization independent innovation proves to be critical for domestic enterprise to get rid of being trapped in product architecture traps.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".