Positioning your enterprise and business for growth and sustainability
Bibliographic record
Abstract
Do you have a business roadmap? The entrepreneurship journey is one that takes the owner through a lot of hills and thrills. It takes you across a lot of mucky waters which if not anticipated and deftly maneuvered, may lead to frustration and eventual jettison of the journey. One of the full proof tools that help to anchor business owners and end entrepreneurs through this vagaries, is having a clear roadmap. Your business plan is not enough to anchor your business execution. Most of the time you need a roadmap document especially if your business is in a state of flux with changing market conditions, changing supply model, startup challenges, etc. To avoid pursuing many windy paths or dead ends in 2019, it is always good to have a roadmap. That roadmap encapsulates the path to the vision with pillars and enablers which team members can understand. Business leaders and practitioners need a framework for guiding the mobilization of an organization around its strategic plan. Such a roadmap enables leaders and members to clearly understand each element for rolling out a strategy. It details what decisions need to be made, who needs to make them and when. A roadmap enables everyone in the business to clearly understand each action and what decisions need to be made, who needs to make them and when such decisions should be executed
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.009 | 0.010 |
| Scholarly communication | 0.021 | 0.017 |
| Open science | 0.001 | 0.012 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.019 | 0.013 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".