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
This paper reports an experiment designed to evaluate an attempt to improve the effectiveness of an existing L2 idiom-learning tool. In this tool, learners are helped to associate the abstract, idiomatic meaning of expressions such as jump the gun (act too soon) with their original, concrete meaning (e.g. associating jump the gun with the scene of a track athlete who starts running before the starting pistol is fired). This association lends concreteness to target lexis, which is known to facilitate learning (Paivio, A., & Desrochers, A. (1979) Paivio, A., & Desrochers, A. (1979). Effects of an imagery mnemonic on second language recall and comprehension. Canadian Journal of Psychology, 33, 17–28.[Crossref], [Web of Science ®] , [Google Scholar]. Effects of an imagery mnemonic on second language recall and comprehension. Canadian Journal of Psychology, 33, 17–28). It is a mental operation that orients the learner first and foremost to the semantic dimension of the expression, however. It does not as such engage the learner with formal properties of the expression, such as its orthography. In an effort to stimulate the latter engagement, a copy exercise was incorporated in the learning procedure. The merit of this additional exercise was evaluated by having one group of students (N= 21) study 25 idioms according to the new procedure, while a comparison group (N= 21) was given an additional meaning-oriented task instead. Recall by the two groups was compared immediately and two weeks after the treatment by means of a gap-fill test. The copy exercise was not found to promote better recall, a result we discuss with reference to levels of processing theory (Lockhart, R.S., & Craik, F.I.G. (1990) Lockhart, R.S., & Craik, F.I.G. (1990). Levels of processing: A retrospective commentary on a framework for memory research. Canadian Journal of Psychology, 44, 87–112.[Crossref], [Web of Science ®] , [Google Scholar]. Levels of processing: A retrospective commentary on a framework for memory research. Canadian Journal of Psychology, 44, 87–112).
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 | 0.000 |
| 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) | 0.021 | 0.001 |
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