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
In present-day colloquial English, exclamatory as if denies an expressed or implied state of affairs, as in He thinks you’ll be impressed. As if. This usage is often attributed to a speech style of the 1980s and a popular television program, but OED-3 gives a 1903 instance from dialogue in an American novel. After undertaking a corpus study of exclamatory as if in present-day and historical English, this article explores the association of exclamatory as if with monoclauses or insubordinated clauses such as As if I was the one at fault. The occurrence and meaning of such clauses in present-day English are described. The article then examines the postulated derivation of as if monoclauses from full adjunct conditional clauses via processes of insubordination. Finally, the article considers an alternative development of monoclausal as if (and exclamatory as if) involving ellipsis of complement clauses in it is/ looks/ seem as if. . . structures rather than directly from adjunct adverbial clauses.
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 | 0.027 |
| 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 | 0.000 |
| 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