Dynamic, living, social and cultural complex systems: principles of design-oriented analysis
Bibliographic record
Abstract
Ce chapitre propose a la discussion, a travers onze questions, un ensemble organise de principes pour une analyse orientee vers la conception des systemes technicoorganisationnels en tant que systemes dynamiques, vivants, sociaux et culturels. Apres avoir precise une notion ontologique de complexite adequate aux systemes technico-organisationnels, ces questions abordent les divers aspects theoriques, epistemologiques et methodologiques (a la fois de recueil de donnees, d'analyse et de modelisation) de la connaissance de cette complexite, ainsi que leurs relations avec la conception. La discussion fait appel a des contributions disciplinaires diverses, tant scientifiques qu'ergonomiques ou philosophiques, et est en relation avec des idees developpees par les auteurs d'autres chapitres de cet ouvrage.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.016 |
| Scholarly communication | 0.011 | 0.006 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".