Bibliographic record
Abstract
It has been more than 50 years since Marshall McLuhan coined the expression “The medium is the message.” Yet, his philosophy is as relevant as ever for business leaders seeking to engage both external and internal stakeholders. In her insightful analysis of brand activation via social media (page 6), Mary Gendron describes how three organizations—Labatt USA, Freightliner, and Domtar—have strategically integrated traditional and social media tools to drive consumer engagement and loyalty. Approaching the adoption of cutting-edge communications technologies from a different perspective, Didier Calcei, Marc Ohana, and Matthieu Lardeau examine the effect of the controversial adult entertainment industry on the diffusion of new products and standards for online, video, and smartphone applications (page 14). To prepare a new generation of leaders to meet the challenges of a high-tech and ever-changing business environment, it is no longer enough to focus on intellectual and emotional competencies, explain Stephen K. Hacker and Marvin Washington (page 21). Their work with Alberta Health Services and the Royal Canadian Mounted Police in Canada has shown that the most effective executive training also encompasses spiritual intelligence—a measure of inner resilience that enables leaders to determine where true alignment with organizational mission and values lies. Attention to alignment is also a key motif in Ronald J. Recardo's framework to guide human resource professionals in their strategic planning (page 29). The six best practices he outlines address the essential elements of staff management and development needed to ensure business sustainability. As competition for the best and the brightest workers heats up, companies must pay particular attention to both the physical and cultural environment they create. In their study of creative workers in Malaysia's Multimedia Super Corridor (page 42), Sanaz Ahmadpoor Samani, Siti Zaleha Abdul Rasid, and Saudah Sofian uncovered the pros and cons of open-plan office design. Meanwhile, a study of banking employees in Karachi, Pakistan, by Salman Bashir Memon, Sumaiya Syed, and Ghulam Ali Arain (page 53) suggests that organizational leaders who encourage employee involvement in the workplace also foster the creation of knowledge essential to their continued success. More messages follow.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".