Bibliographic record
Abstract
Par-delà la dénonciation de l'idéologie dans le travail du géographe, il est possible d'élaborer une phénoménologie des idéologies comme objets géographiques. En tant que pratiques, elles sont constitutives de la vie sociale et productrice des significations qui président aux rapports de l'homme à son milieu. Elles tirent leur intérêt de leur relative autonomie et de l'initiative humaine qui s'y exprime. Certains thèmes de recherche s'en trouvent régénérés. L'étude des conflits spatiaux échappe aux tendances fonctionnalistes qui la caractérisent souvent. La production de sens qui émane des idéologies permet d'identifier des groupes humains et des espaces dont l'unité est voulue et construite. Enfin les totalités ainsi chargées de sens sont plus facilement repérables par l'identification des finalités inscrites dans toute idéologie.
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.007 | 0.043 |
| Scholarly communication | 0.011 | 0.007 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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".