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
Lexicalization, a process of language change, has been conceptualized in a variety of ways. Broadly defined as the adoption of concepts into the lexicon, it has been viewed by syntacticians as the reverse process of grammaticalization, by morphologists as a routine process of word-formation, and by semanticists as the development of concrete meanings. In this up-to-date survey, Laurel Brinton and Elizabeth Traugott examine the various conceptualizations of lexicalization that have been presented in the literature. In light of contemporary work on grammaticalization, they then propose a new, unified model of lexicalization and grammaticalization. Their approach is illustrated with a variety of case studies from the history of English, including present participles, multi-word verbs, adverbs, and discourse markers, as well as some examples from other Indo-European languages. The first review of the various approaches to lexicalization, this book will be invaluable to students and scholars of historical linguistics and language change.
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 | 0.000 |
| 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