The Digitization of an Aerospace Supply Network
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
Unique, and certainly complex, networks of suppliers, clients, and operators (end users), characterize the supply chain in the aerospace manufacturing industry. With the emergence of e-commerce and enterprise information systems, a number of processes, locations, and partners can be linked globally—and in real time. Motivated by the need to achieve global integration, a Canadian aerospace manufacturer has embarked on a company-wide digitization initiative to integrate several members of its supply network. This pilot study illustrates how three separate business practices (i.e., process integration, supply chain management, and quality management) may relate to—and indeed reinforce—each other in this industry. Furthermore, this network-wide initiative can enhance new product development activities by integrating customer relationships management with collaborative design. From the perspective of the participating firm, we sug-gest that a truly global supply network needs to integrate several business practices in parallel in order to prosper as a digital extended enterprise.
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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.007 |
| Open science | 0.001 | 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 it