Conflict-free minerals supply-chain to electronics
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 Conflict Free Smelter (CFS) Program is a novel mechanism of corporate social responsibility (CSR) and sustainability management, which provides assurances on the sources of strategic resources used in electronics. The program achieves this by auditing metal smelters and refiners to confirm that that they have not sourced materials from conflict regions. The structure of the program includes formal protocols, an audit review committee, stakeholder consultation, and an industry oversight group. Although it has faced technical challenges in implementing protocols, the CFS has demonstrated the ability to identify sources of metals. Data show that the quantities of metals from compliant facilities currently represent a fraction of market volume, with the exception of a significant number of compliant tantalum refiners. Through this initiative, the electronics sector has influenced social performance in firms that are many tiers deep in the supply-chain. Possible expansion to other sustainability issues and sectors is possible.
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 | 0.001 | 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