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
Public concern about worsening global environmental and social conditions has spurred corporate participation in voluntary corporate social responsibility (CSR) programs. Such efforts are promising, but CSR participation has unfolded unevenly across the globe, leading to skepticism about the efficacy of CSR efforts, and to increased pressure on governments to get involved. Corporate Social Responsibility and the State examines CSR governance through the lens of forest certification in Canada, the US, and Sweden. Drawing on more than one hundred interviews with experts, Lister offers revealing new information on CSR governance, ultimately demonstrating the importance of voluntary CSR as a supplement to rather than a substitute for strong state regulation. One of the first studies to directly address the role of the public sector in CSR, this book provides much-needed theoretical and practical guidance for understanding a vital new governance approach to effective social and environmental stewardship.
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 | 0.004 |
| 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 | 0.000 |
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