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
Coaching, as a management tool used by organizations, began to speak for only a few years. Lately, many of the great American, Canadian and English companies have adopted this system of working with people, difficult to translate into Romanian. "Coaching" does not mean "training", it is not a training program, as well as it can not be said that it would be a way of counseling or mentoring. "Coacher" is neither a teacher nor a trainer, friend or therapist. Then naturally ask those who hear about the remarkable results recorded by the presidents or directors who have turned to such methods and have had results, what can be said about? Theoreticians have been able to develop quite a few definitions. All of them are summed up to a background: building a close collaboration between the coaching expert and the individual to discover, attain and develop that potential meant to lead to professional performance and personal satisfaction. With the help of the coach, the inner change that creates the movement needed to move from one position, state or approach to another is triggered. A change of paradigm from leading people to achieve results in sustaining, involving and developing throughout their work.
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 | 0.003 | 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) | 0.001 | 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