Digital Additive Manufacturing: A Paradigm Shift in the Production Process and Its Socio-economic Impacts
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 most simple and sweeping proposition with respect to 3D printing is that it will change everything because it can print everything. 3D printing (also known as digital additive manufacturing) is a key driver behind the on-going paradigm shift from 20th century industrial production and economics to the 21st century post-industrial order defined by open-source collboration, intelligent, nanoscale and bio technologies. This paper examines four distinct characteristics of 3D printing that define and predict its revolutionary ramifications on manufacturing processes and the geo-economic contours of global trade. Digital additive manufacturing renders the established manufacturing process obsolete. 3D printing’s rapid diffusion is a consequence of its vast assortment of applications being freely available on open crowd-sourced websites. When one combines the ability and convenience of producing one’s own customized goods with the savings accrued through the elimination of labor, re-tooling, assembly, shipping and inventory carrying costs, the consequences are most ominous for any and all engaged in traditional manufacturing and dependent on the relative cost-efficiencies of out-sourcing. 3D printing not only renders factories obsolete but threatens whole country’s economies as production is taken up by the consumer and distribution is de-globalized.
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 | 0.000 | 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 | 0.000 | 0.000 |
| 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