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
This article pushes forward a critical dialogue about the value of visualization as a method of sociological theorizing. Building on a nascent literature, I argue theory diagrams may operate not only conjunctively but also disjunctively, independent from empirics; that their theoretical value lies not only in capturing sociological problems but also in the inferential procedures they embody; that their creative use spans not only deduction and abduction but also induction; that abduction may be pursued with diagrams not only in conjunction with deduction or in the production of visual sketches but also in visual exercises in theoretical play geared primarily toward getting new ideas; and that theory visuals often feature metaphorical aspects that, like their linguistic cousins, transfer thought patterns from one domain to another, thereby providing a major avenue for visual theoretical creativity. Taken together, pursuing these lines of thought helps to build a better understanding of how visualization contributes to the creative intellectual practice of sociological theorizing.
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 | 0.006 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 0.007 |
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