Bibliographic record
Abstract
The book, International Design Organizations: Histories, Legacies and Values, is a well-crafted edition of the papers of the conference of the same name held in Brighton in 2017. To my knowledge, this was probably the first academic meeting specifically organized for bringing international scholars who studied the formation and evolution of international design organizations and networks from the viewpoint of the global history of design. Therefore, the publication is unique in being the very first collection of scholarly essays examining the histories of international and national design organizations and networks from a global perspective. In design circles, international design organizations such as the World Design Organization (WDO—previously ICSID) and the International Council of Design (Ico-D—previously Icograda) have long been discussed just in terms of practical benefits of their membership or the perceived impact of their events such as the World Design Capital of WDO, yet these organizations have been rarely the subject of a systematic scholarly debate with historical and critical perspectives. The design discourse has always been heavily preoccupied with objects, images, products, brands, and, of course, individual designers rather than the nature of professional interactions, the formation of networks, social structures, organizations, and power relations in design. A critical analysis of that deeply rooted tendency is beyond the aim and scope of this short review, yet that resistance to comprehending design as a social practice with several layers of power relations has certainly become part of the professional ideology of design. Nevertheless, both the conference in 2017 and the book are signs of the emerging academic interest at the international level in understanding ‘design as a globally organized social practice’ with both historical and critical perspectives.
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 | 0.005 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.008 |
| Science and technology studies | 0.007 | 0.008 |
| Scholarly communication | 0.010 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.032 | 0.002 |
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".