Bibliographic record
Abstract
This paper revisits the diachronic changes to Romanian DOM by focusing on the emergence of the DOM particle pe: the prenominal preposition pe is shown to undergo loss of analyzability when (i) the adjacent noun phrase is the direct object of the verb; and (ii) pe-DP falls under a certain pragmatic treatment. In other contexts, pe continues as a preposition. Loss of analyzability entails modification of the feature bundle associated with pe, as well as chunking and sensitivity of pe-noun phrases to discourse related priming factors. Briefly, the chunk consisting of two segments (i.e., prepositional phrase and nominal phrase: PP > DP) is gradually reduced to one segment (i.e., DP). This transition is context dependent; that is, it intensifies when the DPs receive a reading that involves discourse salience and animacy. The loss of analyzability regarding the properties of pe and the structural consequences it implied provide the basis for assessing the advent of animacy and definiteness/specificity as priming factors for DOM in Modern Romanian.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".