Project Management and Communication of Product Development through Electronic Document Management
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
While the literature on project management and product development is voluminous, in reality little of it addresses the questions of document management of new organizational procedures to increase project development productivity, and of software development tools required to support and control these procedures. This research study develops a new methodology to integrate project management (activities, milestones, and resources) and document management (responsibilities, authorizations, workflows, archives, and storage). The aim of the integration is threefold. First, it aims to plan and to control activities and documents essential for product development. Second, it aims to ensure the management of documents in terms of responsibilities, authorizations, dissemination, and storage. And third, it aims to trace and locate documents for any type of product. Further, this study shows the value of electronic document management (EDM) in terms of improving the management and communication of concepts and ideas, whether it be for project teams or organizations, for reengineering basic business processes, or for leveraging long-run organizational memory through documents.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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