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
Across the globe, banks are flagging accounts with indicia indicating their owners may be "US Persons", making it possible for the United States to enforce its taxation of nonresident citizens extraterritorially for the first time in history. The indicia method constitutes a mining expedition for US citizens carried out by foreign banks and governments. Establishing a tax jurisdiction in this manner is unprecedented, enlisting major foreign assistance to dramatically expand the enforcement of the U.S. tax jurisdiction over a globally dispersed population, after a century of neglect and apparent indifference. While supporting effective information exchange as to residents aligns with globally accepted tax jurisdiction norms, the reach to nonresident US citizens is not.[...]The international community would be justified to, at minimum, insist that the United States catalogue its own taxpayer population, inform this population of its status, and educate it of the attendant obligations, before turning to other countries to assist in the task.
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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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