Expectancy Effect on Academic Success of English Language Learners
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
English Language Learners (ELLs) comprise a unique student body in the demographics of the student population. However, the innate challenge of acquiring language proficiency often reveals as an additional barrier for them to succeed early enough in their schooling; therefore, pedagogical studies derived to investigate factors that limit teachers and students from achieving their goals. Among them, teachers’ expectations construct effective pedagogy that addresses both the linguistic and socio-emotional needs to succeed academically. This paper thus reviews the mechanism of expectancy effect on academic success. Specifically, this effect enacts upon intrinsic motivation, nurtured through enhanced teacher-student interaction and classroom environment, to mediate the gap of achievement due to socio-economic backgrounds. Further, professional development is implied at the end to investigate barriers of access for these students for future studies.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.021 | 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