MétaCan
Menu
Back to cohort
Record W1572417772 · doi:10.7202/016597ar

« Le cercueil du vivant ». Un habitat algérien aux limites de l’insupportable

2007· article· fr· W1572417772 on OpenAlexvenueno aff
Karima Messaoudi

Bibliographic record

VenueCahiers de géographie du Québec · 2007
Typearticle
Languagefr
FieldSocial Sciences
TopicInformation Technology and Learning
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesGeographyPolitical scienceArt

Abstract

fetched live from OpenAlex

La dynamique de formation de nouvelles territorialités rurales, la manière dont est aujourd’hui habité le territoire rural, plus précisément la relation entre la morphologie de l’habitat et la dynamique du territoire dans lequel il s’inscrit, sont au centre de cet article. Dans la vallée du Saf-Saf (wilaya de Skikda), le territoire rural connaît aujourd’hui des problèmes de recomposition territoriale largement liés à l’état d’insécurité marquant la décennie 1990. Contraintes de quitter leurs terres et leurs demeures pour se rapprocher d’axes de développement plus sûrs, les populations rurales en ont été particulièrement touchées, dans leur mode de vie et d’habitat. À la diversité harmonieuse du territoire rural algérien s’est substituée une diversité confuse de territoires qu’interpénètrent les rejaillissements de la crise urbaine sur les campagnes et les répercutions humaines et spatiales des troubles de la période dite de tragédie nationale.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.219
Threshold uncertainty score0.436

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0030.005
Scholarly communication0.0020.002
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0070.001

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.

Opus teacher head0.006
GPT teacher head0.219
Teacher spread0.214 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations3
Published2007
Admission routes1
Has abstractyes

Explore more

Same venueCahiers de géographie du QuébecSame topicInformation Technology and LearningFrench-language works237,207