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
Literature on corporate social responsibility (CSR) has tended to treat economic benefits to the firm as unintentional spillovers that result from laudable CSR behavior. Empirical studies of the relationship between CSR and corporate financial performance (CFP) have reported mixed findings. This article shifts the conceptual and empirical focus to investigate the conditions under which intentional profit-seeking through corporate social action projects can create economic value for the firm. The article uses resource-dependency theory and the resource-based view to define the firm’s external and internal environments respectively. From that perspective, the article looks at how corporate social action creates economic value through strategic social planning and strategic social positioning. A survey instrument was developed and applied to 110 large Spanish firms. In that sample, munificence and continuous innovation positively affect social positioning, while nongovernmental organization salience and social responsibility orientation positively affect social planning. Both social positioning and social planning in turn contribute to corporate ability to create value. The article concludes with a discussion of the research and managerial implications of these findings.
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 | 0.001 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| 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