Quality Management in Business Relationships: The Role of Brands in an Open Source Environment
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
Abstract This article reviews buyer–seller relationship quality from the viewpoint of the open source phenomenon. It specifically considers the perspective that open source (OS) brands can bring to the quality of buyer–seller relationships in circumstances where relationships are highly networked, not simple, not merely two-way and are non-linear. A discussion of the functions of brands is made. Based on a 2 × 2 matrix, insight is given into how OS positions itself at the final stage in the evolution of brands, and three theoretical frameworks are proposed to help understand this phenomenon. These frameworks assist in our comprehension of the open source brand as an arbiter of relationship quality. It is argued that the OS brand is a post-modern phenomenon and that the brand as an indicator of relationship quality should be understood from this perspective. The article concludes by identifying avenues for future research and implications for managers.
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 | 0.017 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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 it