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
Although studies targeting CIO’s leadership characteristics are numerous, studies examining CIOs’ leadership styles are scarce. Today’s CIOs are often members of the firm’s C-level executive team with a wide range of leadership capabilities and characteristics that are not much different from those of the CEOs. What, then, are the characteristics and leadership styles for those CIOs? This literature review study attempts to answer those two questions by examining prior research on these topics. First, we examine prior literature identifying all studied characteristics and then, propose four categories to group them into meaningful sets. Second, we identify what leadership styles are used by researchers. And while the general leadership field has been evolving over the past twenty years shifting its focus and introducing new leadership styles, CIOs' leadership research is still entrapped in the old school of thinking. Consequently, we intend to stimulate new thinking about studying CIOs’ characteristics and styles.
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 | 0.004 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.002 |
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