A Language Reinforcement Program: ¡10 minutos! (Un programa de reforzamiento de la lengua: ¡10 minutos!)
Bibliographic record
Abstract
Abstract: ¡10 minutos! is a program designed as a voluntary extra-curricular activity for students taking Spanish language courses who wish to practise and reinforce the lexical and grammatical constructions presented in class and in the textbook. The program began as a short daily email correspondence between students enrolled in the introductory-level Spanish course and the instructor, and has developed into a series of short, daily, conversation sessions between beginning students of Spanish and upper-year students of Spanish. The focus is on the use of meaningful language in everyday communication as well as the constancy of a simple daily activity that encourages students to focus on the language. \n \nResumen: ¡10 minutos! es un programa diseñado como actividad extra-curricular voluntaria para los estudiantes que estudian los cursos de español y que desean practicar y reforzar las construcciones léxicas y gramaticales presentadas en clase y en el libro de texto. El programa comenzó como una breve correspondencia diaria por correo electrónico entre los estudiantes matriculados en el curso de español de nivel introductorio y el instructor, y se convirtió en una serie de sesiones cortas de conversación diarias entre los estudiantes principiantes y estudiantes avanzados de español. Se centra en el uso del lenguaje significativo en la comunicación cotidiana, así como la constancia de una actividad diaria simple que anima a los estudiantes a pensar en la lengua.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 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".