Bibliographic record
Abstract
This talk is about “The New Business of Printing™” and how it's transforming the industry and re-writing the rules of printing, and potentially creating tremendous market opportunity. The New Business of Printing™ is all about capturing fast-rising revenue streams and incremental volume driven by what customers face every day— fast turnarounds, precise quantities, personalization and customization. Aligned with a new set of business imperatives: the move from make-then-sell to sell-thenmake; from mass production to mass customization; and from local to global business. These imperatives create lucrative opportunities for printing that is done just in time, one-to-one, over the Internet.The trends and the challenges to capture the opportunities for producing printed materials in precise quantities with extremely fast turnaround— using variable text and graphics to create personalized, customized communications that address an audience of thousands, one at a time— with Internet services that provide global access to print services wherever and whenever they need them will be discussed.Market research has shown that customers want faster turnaround, shorter run lengths and digital solutions. Frank Romano of RIT says 33% of print jobs will require 24-hour turnaround within the next 3 years. Research shows 78% of all four-color print jobs have run lengths of less than 5,000, and analysts project digital color production prints will jump from 7 billion to 27 billion pages by 2004.Digital color printing continues to take the market by storm. It all began with 1st Generation digital color printing technology – a breakthrough five years ago, but has since been eclipsed in terms of speed and cost by 2nd Generation technology. This is where the action is today. 2nd Generation technology offers print speeds up to 75 ppm, low page costs of only 10 cents per page and high average print volumes. Just as the battle of the second generation is heating up, Xerox has already moved ahead with the DocuColor iGen3. This breakthrough third generation digital color printing technology attribute, that is a result of 1 billion in R&D investment, will be described in details. But the technology is only part of the story. Just as significant are the solutions, services and process innovations related to it, including new partnerships, content management, variable data and marketing initiatives.It is an exciting future. We see a high-end production market dominated by digital printing— both challenging as well as complementing offset technologies. We see dramatic new market opportunities driven by print-on-demand, customized content, one-to-one marketing, JIT and personalization. This future includes color in places it never existed before, where it was never affordable before. We see exciting new technologies like “EA” Toner, a new category of chemically produced dry inks that yield better quality and lower cost. So that's the future in The New Business of Printing™, but it's happening now.
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 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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.014 | 0.011 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.108 | 0.046 |
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".