AU honors five Buffalo-area firms for family business excellence, September 15, 2004
Bibliographic record
Abstract
of Trustees, delivered the keynote address.Cuneo, vice chairman of the board at Marvel Enterprises, is renowned for his ability to turn around struggling businesses.During his presentation, "True Leadership in Today's Environment," he spoke of the challenges that all people -not just business owners -face today in uncertain times."Today, we're facing more of the unexpected than ever before," said Cuneo, referring to a presidential race in which "both candidates appear flawed"; a controversial war in Iraq; a troubling economy; and, of course, the specter of terrorism."Butthe special thing that America is has made us resilient.I'm sure we can make things better.How can we prosper?How can we survive?"Cuneo offered some basic principles of leadership he feels lead not only to success in business, but also in life at home and in the community.Among them were a need to generate positive energy in the face of negative situations; communicating honestly and consistently; making decisions and changes that may be unpopular; and setting clear moral standards.Dr. David Martin, dean of the AU College of Business, spoke of the criteria that the Galanises and Alfred University use in choosing award-winners: commitment to growth; embracing change and innovation; producing value for the customers, and a demonstrated commitment to employees.AP Wagner was founded as The Buffalo Washing Machine Repair Company in 1928 by Frank and Clara Jarmusz.The company is now run by a third generation of the Jarmusz family: Donald and Michael Jarmusz, grandsons of the company founders, serve as president and chief executive officer, respectively.Today, AP Wagner is the second-largest appliance parts distributor in the United States and Canada
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 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) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.010 | 0.006 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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; both teacher heads agree on what is shown here.
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".