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
Preface Acknowledgments 1. The Nature of Marketing Management Chantale and Clinton Call for Service 2. Market Analysis GENICON: A Surgical Strike into Emerging Markets Hyundaicard's Marketing Strategy TerraCycle Inc. 3. Data Warehousing AIR MILES Canada: Rebranding the Air Miles Reward Program Conroy's Acura: Lifetime Customer Value and Return on Marketing 4. Building a Customer-Oriented Marketing Department A Difficult Hiring Decision at Central Bank Boman Communications 5. Customer Acquisition Strategies and Tactics Ruth's Chris: The High Stakes of International Expansion The Ultimate Fighting Championships (UFC): The Evolution of a Sport Best Buy, Inc.: Dual Branding in China 6. Pricing Hanson Production: Pricing for Opening Day Sy.Med Development, Inc. Arvind Mills: Re-Evaluating Profitability 7. Advertising, Alternative and Direct Marketing La Hacienda Del Sol Shoppers Stop: Targeting the Young Eat2Eat.com 8. Sales Promotions SC Johnson: Planning Coupon Promotions Phillips Food, Inc.: Introducing King Crab to the Trade Boots: Hair Care Sales Promotion 9. Personal Selling Global Source Healthcare: Allocating Sales Resources Spectrum Brands, Inc.: The Sales Force Dilemma BioMed Co. Ltd.: Designing a New Sales Compensation Plan 10. Internal Communications Retail Execution: Linens 'N Things GDR versus Kodak: Bart Film Scanner 11. External Communications Walmart Puerto Rico: Promoting Development through a Public-Private Partnership Hips Feel Good: Dove's Campaign for Real Beauty New Balance: Developing an Integrated CSR Strategy 12. Distribution and Supply Chain Management YvesCreations, LLC.: Alex Goes to Hollywood Eureka Forbes, Ltd: Growing the Water Purifier Business Kraft Foods: The Coffee Pod Launch 13. Web Site and Internet Management Entrepreneurs at Twitter: Building a Brand, a Social Tool, or a Tech Powerhouse? Anduro Marketing: Internet Services vs. Software Sales Molson Canada: Social Media Marketing 14. Customer Retention and Recovery Ten Thousand Villages of Cincinnati: The First Year and Beyond Personal Shoppers at Sears: The Elf Initiative 15. Marketing Control Microsoft and the Xbox 360 Ring of Death Kenexa About the Editors
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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