KNOWLEDGE FOR COMPETITIVE ADVANTAGE: PUTTING KNOWLEDGE AT THE CORE OF THE BUSINESS By
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
In recent years, the words- knowledge and managing knowledge are at the core of management thinking. Scholars and business strategists are trying to explore the real nature of knowledge and its management from the organiza-________________________ 1Mr. Abu Saleh Md. Sohel-Uz-Zaman obtained his Ph.D. degree from the Wuhan Uni-versity of Technology, P R China, where his specialization was knowledge innovation. Mr. Zaman also has an MBA from Middlesex University, London, UK with a major in General Management. He received Certified Financial Consultant (CFC) certification from the Institute of Financial Consultant (IFC), Canada. Presently Mr. Zaman is working as an Assistant Profes-sor in the School of Business, United International University, Dhaka, Bangladesh. His areas of interest are human resource management, strategic management and knowledge manage-ment. He has a good number of publications in international and local journals, conferences and forums. 2Ms. Umana Anjalin holds an MBA degree from the Institute of Business Administra-
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) | 0.001 | 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