Research on Adult English Learning Model and Implementation Mechanism Based on Wisdom Learning
Bibliographic record
Abstract
This study selected adult students of different gender and age as subjects, and through them，the study on adult English learning mechanism for empirical research, as to understand the adult students of different gender, age, whether have significant differences in foreign language learning beliefs and learning strategies, and explores the relationship between learning strategies and learning results in adult students’ English learning with the use of language learning beliefs. Results show that: (1) the adult students with different sex had no significant differences in learning belief, but had a significant difference in terms of learning strategies. Different age adult students have significant differences in learning belief and learning strategies.(2) learning belief has a moderate correlation between learning strategies as a whole, and all the parts of the learning beliefs and learning strategies are reached significant level. Learning strategies has low positive correlation with learning effects, reached extremely significant level. In all parts of learning strategies and learning effect present positive correlation, and reached significant level.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".