Engaging lower proficiency learners of Spanish in collaborative writing tasks
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
Abstract This study examines the influence of task complexity on collaborative dialogue and written texts with lower proficiency learners of Spanish. English-speaking students of Spanish from two intact classrooms ( N = 24) were assigned to a simple or a complex writing group. In dyads, learners completed two information-exchange tasks that differed in complexity and produced two collaborative texts, on two separate days. Interactions produced during the writing tasks were transcribed and coded for collaborative dialogue, operationalized as language-related episodes. Written texts were rated holistically for originality, engageability, and quality. Results show that collaborative dialogue about lexis was most frequent, regardless of the task complexity. Further, increases in task complexity appeared to have influenced opportunities for collaborative dialogue and for the production of more engaging texts. Results are discussed in light of current scholarship on collaborative writing and insights are offered on the value of implementing writing tasks with lower proficiency learners.
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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 | 0.004 | 0.007 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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