Silviu Neguț, a Human Brand and a Social Phenomenon
Bibliographic record
Abstract
Silviu Neguț (b. 1945), “a man not great in height”..., but great, very great in achievement, if we were to paraphrase the “old chronicler”, has accomplished more and more than anyone could imagine, knowing or seeing him. He had two successive careers of over a quarter of a century each, one as editor/editor-in-chief at Encyclopaedic/Scientific and Encyclopaedic Publishing House (1968-1993), followed by another teaching career in university education (1991-present) at the Academy of Economic Studies in Bucharest (“ASE”, as it is known to the entire country), graduating the University of Bucharest, as a geographer, but teaching geography and geopolitics for economists. These were doubled by two other careers run in parallel, one of soul, informal, as long as a lifetime, and that of publicist, enriching the spiritual life and the publishing market in Romania with several good meters of bookstore/library shelf (first title in 1972, first book in 1975 and he still writes today, accumulating dozens of specialized books, treatises, reference encyclopedias, school textbooks and university courses, hundreds of articles, etc.), with a talented style, clear, easy to understand, scientific, encyclopaedic and with literary overtones, as fluent as a river, without any gaps and without tiring the reader, on the contrary, making him feel awkward and regretful that the book is finished, and another, a fourth, managerial, being consecutively scientific secretary (1991-1993), vice-dean (1993-2008) and dean (a four-year term, 2008-2012) of the Faculty of International Business and Economics, after 2012 becoming emeritus professor at the Faculty of Commerce (now, Business and Tourism), where he still works today
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.028 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".