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
Abstract This article develops a constructionalist approach to “lexical” causatives, as in The sun melted the snow . It is argued that causation is a truly configurational meaning, arising as the interpretation of the syntactic combination of two verbal heads, the higher v representing the causing event (an unspecified dynamic v do ) and the lower v representing the resulting state named by the verbal root (a stative v be ). This structure contrasts with that of simple transitive activity verbs, which are monoeventive (v do ). A parallel contrast is established between bieventive inchoatives (v go –v be ), as in The snow melted , and simple unaccusatives, as in The guests arrived (v go ). In this analysis, causatives and inchoatives both comprise two events and have an intersective nonderivational relationship. They share the lower resulting state; the type of the higher event distinguishes between the two. The analysis—developed with attention to Spanish data—can straightforwardly account for observed gaps in the causative alternation, the distribution of bare nouns, and scope ambiguity of adverbials and negation, and it sheds new light on the presence of reflexive morphology in inchoatives. The analysis implies that transitivity, as well as unaccusativity, can arise from two basic syntactic structures, on which distinctive verbal meanings are built. In this theory, no syntactic terminal or lexical verb expresses a relation between events; relations between events—such as causation, change of state, and resultatives—arise via semantic composition rules that interpret complex syntactic structures.
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 | 0.001 |
| 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 | 0.001 |
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