Chapter 5. A data-driven analysis of the structure type ‘man–nature relationship’ in Romanian
Bibliographic record
Abstract
The Romanian tri-nominal juxtaposition structure relaÈ›ie om – natură ‘man-nature relationship’ is cross-linguistically widespread and typical of a series of relational nouns, such as agreement , interaction , and mixture , which can have a “compound” expansion ( Canada – U.S. agreement, parent – child interaction, air – water mixture, etc.). Our analysis is twofold: we first examine the grammatical relationship between relaÈ›ie ‘relationship’ and om – natură ‘man–nature’, and second the construction om – natură . On the basis of data from a large Romanian newspaper corpus, we show that the “compound” construction om – natură is in fact a free phrase; we call it a Relational Coordination Construction (RCC). It usually embodies valency complements of a relational noun, and it semantically implies reciprocity. The analysis adopts a non-transformational, data-driven perspective within the Construction Grammar framework.
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How this classification was reachedexpand
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".