THE SECURITIES EXCHANGE ACT OF 1934 GENERAL INSTRUCTIONS
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
(a) Form 10-Q shall be used for current reports under Section 13 or 15(d) of the Securities Exchange Act of 1934, filed pursuant to Rule 13a-11 or Rule 15d-11. (b) A report on this form shall be filed within 45 days after the close of each fiscal quarter relating to events occurring during that quarter. The report relative to events occurring during the fourth fiscal quarter may omit Part II- Condensed Financial Information. (c) In addition to the reports required to be filed on this form pursuant to (b) above, a current report limited to the information required to be furnished by Item 2, including the related exhibit called for by Clause 1 of Part IV- Exhibits herein, shall be filed within 10 days after the occurrence of an event specified by item 2. B. Application of General Rules and Regulations (a) The General Rules and Regulations under the Act contain certain general requirements which are applicable to reports on any form. These general requirements should be carefully read and observed in the preparation and filing of reports on this form.
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) | 0.003 | 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