¿Qué forma de educación lingüística quieren los padres inmigrantes? Una investigación sobre los deseos educativos de los miembros de la comunidad árabe de Ontario
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
The purpose of this study is to investigate the language education desires [whether they be English as a second language (ESL), French as a second language (FSL), and/or heritage language classes] and needs of one segment of Ontario’s ESL population, Arabic speakers, and to determine if those desires very from the current language education offerings in Ontario’s elementary schools. The findings in this study, provided by data collected from document analysis and an online questionnaire, suggest that members of Ontario’s Arab community strongly value the learning of multiple languages. Also, although all participants agree that learning French is important; most agree that learning English is more important. Furthermore, in addition to supporting Ontario’s bilingual language education program, members of Ontario’s Arab community also desire heritage language classes. The majority of participants in this study would like their children to have access to Arabic at school to maintain their L1 and this desire is further supported by the almost 87% who agree that their children’s use of Arabic is decreasing.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 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