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 rise of index funds has reshaped the modern American capital markets. Like mutual fund managers, indices now direct trillions of dollars of investor capital. Although it regulates mutual fund managers as investment advisers, the SEC has chosen not to treat the providers of market indices similarly. In this Article, we argue that many index providers are not merely like investment advisers; under the relevant statutory and regulatory regimes, they are investment advisers. The SEC’s failure to recognize this fact reflects an inaccurate and antiquated view of the index fund market. Having established that certain index providers are presently acting as unregulated investment advisers, we propose a regulatory solution. The SEC should create a nonexclusive, conditional safe harbor giving index providers guidance on what activities will and will not make them investment advisers. This would close the regulatory gap in a way that is consistent with the governing statutes and case law without unduly burdening market participants.
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 | 0.001 | 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) | 0.001 | 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