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
Winner of the 2011 Kenneth W. Mildenberger Prize Exploring fluency from multiple vantage points that together constitute a cognitive science perspective, this book examines research in second language acquisition and bilingualism that points to promising avenues for understanding and promoting second language fluency. Cognitive Bases of Second Language Fluency covers essential topics such as units of analysis for measuring fluency, the relation of second language fluency to general cognitive fluidity, social and motivational contributors to fluency, and neural correlates of fluency. The author provides clear and accessible summaries of foundational empirical work on speech production, automaticity, lexical access, and other issues of relevance to second language acquisition theory. Cognitive Bases of Second Language Fluency is a valuable reference for scholars in SLA, cognitive psychology, and language teaching, and it can also serve as an ideal textbook for advanced courses in these fields.
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 | 0.000 | 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) | 0.138 | 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