Gestural knowledge evoked by objects as part of conceptual representations
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
Background: Theories of embodied knowledge argue that the representation and recruitment of motor processes may be important for deriving the meaning of many linguistic and perceptual elements. Aims: We examined the conditions under which gestural knowledge associated with manipulable objects is evoked. Methods & Procedures: A priming paradigm was used in which an object was presented in advance of a photograph of a hand gesture that participants were to mimic. On related trials, the target gesture was the same as the gesture typically used to interact with the object prime. On unrelated trials, the target gesture was not related to the object. In another set of experiments, a Stroop-like paradigm was used in which participants learned to produce manual responses to colour cues. After training, coloured photographs of manipulable objects were presented. The colour-cued gesture was either one typically used with the object or was unrelated to it. Outcomes & Results: In the priming experiments, response latencies were shorter in the related condition, but only when participants also made an identification response to
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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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