THE ROLE OF PARTNERSHIPS ON THE LEGAL STRUCTURE AND LOCATION CHOICE OF NASCENT SOCIAL VENTURES
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
Social ventures are organized as nonprofit, for-profit or hybrid organizations whose primary purpose is to address unmet social needs and create social value. Partnerships are one of the key strategies employed by social ventures to gain resources. This study focuses on evaluating the role of partnerships on nascent social ventures participating in business plan competitions. The results suggest that partnerships are more important for nonprofit and hybrid social ventures than for for-profit social ventures. Findings also suggest that partnerships are more essential for social ventures operating in developing regions such as Africa, Asia and Latin America where institutional constraints are greater than in the United States or Canada. This study provides some empirical insight into how partnerships impact nascent social ventures operating with distinct legal structures and in different locations of operation.
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 | 0.000 |
| 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