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
A recent trend in language assessment has been to assess examinees’ abilities to integrate source reading or listening material into their writing and speaking performance in ways that simulate the cognitive, communication, and literacy demands of real‐life academic or vocational tasks. This chapter describes the justifications for this innovation in interactionist theories of communication, cognition, and assessment; through appeals to authenticity and relevance; and as a means to counter the effects of testing methods. The chapter explains how and why integrated skills assessment differs from the convention of assessing writing, speaking, reading, and listening as separate skills but also produces unique complications for measurement, test design, and examinee performance. Future directions are proposed to refine the constructs and tasks guiding integrated skills assessment, to increase their value for diagnostic purposes, and to verify their proposed benefits for teaching, learning, and high stakes decision making such as university admissions or employment.
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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.142 | 0.004 |
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