Lexico-Semantic Field and Conceptual Feature of the Concept "Ақыл/Mind"
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
Linguoculturology, a branch of linguistic science, faces challenges in identifying and describing types of cultural concepts. A systematic analysis and a comparative description of the concept "ақыл/mind" in the Kazakh and English languages have not yet been carried out. A comprehensive investigation of the linguoculturological and cognitive specifics of this concept in the linguistic consciousness of Kazakh and English speakers is needed. The current study analysed the lexical and semantic field of the concept "ақыл/mind" and the conceptual specificity of the lexicographic sources of the Kazakh and English languages. Using the logical-semantic method, the study determined the etymology and synonymous fields of the concept "aқыл/mind". The conceptual component of the concept "aқыл/mind" wasanalysed based on lexicographic sources to determine the core and peripheryof each lexeme given its definition given in adictionary entry. The study then illustrated the similarities and peculiarities of the verbalisation of the concept "aқыл/mind" and investigated thedistinctive features of national and cultural characteristics.
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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 | 0.001 |
| 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 | 0.000 |
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