THE SECURITIES EXCHANGE ACT OF 1934 GENERAL INSTRUCTIONS
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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.019 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.223 | 0.301 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".