EXPLORACIÓ DE LES DINÀMIQUES INTERLINGÜÍSTIQUES DELS APRENENTS HISPANÒFONS DE CATALÀ COM A LLENGUA ADDICIONAL
Bibliographic record
Abstract
Aquest estudi presenta l'anàlisi d'un corpus de textos breus d'aprenents castellanoparlants de català com a llengua addicional. Concretament, en un examen estandarditzat de català, fem servir textos escrits per alumnes adults de L1 de nivell llindar (B1). El nostre objectiu és investigar les influències interlingüístiques recurrents de la L1 i altres llengües apreses dels aprenents de parla castellana quan escriuen en català. Aquesta recerca específica se centra en la freqüència d'errors a nivell de coherència i cohesió, i ens permet establir les necessitats comunes d'aquest grup d'aprenents per crear futures càpsules complementàries de microaprenentatge de lliure accés.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".