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
The present study was conducted to investigate the psycholinguistic bases and realization mechanism of semantic changes. Semantic extension that occurs in words comprehended in original nominative meaning has many times been the objective of linguistic investigations. As modern linguistics focuses more and more on the relationship of language and cognition, language and psychology, linguistic analyses and studies of word semantics are also directed to cognitive and thinking processes. The article aims to scrutinize main factors that bring about semantic changes. The semantic structure of a word undergoes multilateral changes throughout the historical development of language. Most words in language may assume additional meanings in functional speech that are not fixed in their lexicographic definitions. These peripheral or potential semantic components of meaning are realized in the thoughts of people in certain contexts. One of the reasons bringing about polysemy is explained by generalizing character of human thinking. The current study explains the approaches of both traditional and cognitive linguistics towards the above-mentioned linguistic phenomenon. The article also provides the interpretation of semantic development on the basis of the element of reality—the minimum unit that is comprehended, introduced in the theory of Linguo-Psychological Unity (LPU) newly created in Azerbaijani linguistics.
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 | 0.418 |
| 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 | 0.001 | 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