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
In this collection of essays from leading scholars, the dynamic interplay between evolution and Victorian culture is explored for the first time, mapping new relationships between the arts and sciences. Rather than focusing simply on evolution and literature or art, this volume brings together essays exploring the impact of evolutionary ideas on a wide range of cultural activities including painting, sculpture, dance, music, fiction, poetry, cinema, architecture, theatre, photography, museums, exhibitions and popular culture. Broad-ranging, rather than narrowly specialized, each chapter provides a brief introduction to key scholarship, a central section exploring original insights drawn from primary source material, and a conclusion offering overarching principles and a projection towards further areas of research. Each chapter covers the work of significant individuals and groups applying evolutionary theory to their particular art, both as theorists and practitioners. This comprehensive examination of topics sheds light on larger and previously unknown Victorian cultural patterns.
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 | 0.001 | 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) | 0.000 | 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