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
H. Crowther-Heyck (1999) argued that early advocates of computational cognitive science, especially George Miller, aimed to bring about a revival of traditional mentalism, including the issues of consciousness and free will. He therefore found it inexplicable, and even "ironic," that they selected the computer as their main research tool because computers seem no more conscious and no more free than, for instance, the telephone switchboard that was one of the behaviorists' key metaphors. I argue, by contrast, that this misunderstands the main thrust of cognitive science, which was not to bring back all of traditional mentalism, but was rather only to give a rigorous account of intentionality. Once this is recognized, Crowther-Heyck's "mystery" of cognitive science is dispelled because, as is well known, computers use symbolic representations, and thus were seen by the early cognitive scientists as being prime mechanical models of intentional processes.
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 | 0.009 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 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