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
Abstract Using a unique dataset tracking the career paths of inventors in U.S. public firms, we investigate how inventor‐base concentration impacts corporate cash holdings. A concentrated inventor base enhances the efficiency of utilizing inventors' human capital, reducing the transaction motive to hold cash. Conversely, the potential loss due to key inventors' departure may increase the precautionary motive to hold cash. We find a negative impact of inventor‐base concentration on cash holdings, supporting the notion of reducing the transaction motive. Firms with a more concentrated inventor base have lower demand for spending cash on labor costs and R&D. Additionally, the negative impact on cash holdings is more pronounced for firms facing financial constraints. Finally, the value of cash holdings is negatively related to the degree of inventor‐base concentration. These results highlight the importance of understanding a firm's human capital strategies when evaluating its financing policy.
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 | 0.001 |
| 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