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
Abstract A renewed interest in understanding the role of iconicity in the structure and processing of signed languages is hampered by the conflation of iconicity and transparency in the definition and operationalization of iconicity as a variable. We hypothesize that iconicity is fundamentally different than transparency since it arises from individuals’ experience with the world and their language, and is subjectively mediated by the signers’ construal of form and meaning. We test this hypothesis by asking American Sign Language (ASL) signers and German Sign Language (DGS) signers to rate iconicity of ASL and DGS signs. Native signers consistently rate signs in their own language as more iconic than foreign language signs. The results demonstrate that the perception of iconicity is intimately related to language-specific experience. Discovering the full ramifications of iconicity for the structure and processing of signed languages requires operationalizing this construct in a manner that is sensitive to language experience.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it