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Record W98183069 · doi:10.7202/004855ar

Évolution historique de la morphogenèse et de la dynamique fluviale d’une rivière méditerranéenne : l’exemple de la moyenne durance (France du sud-est)

2002· article· fr· W98183069 on OpenAlexvenueno aff
Cécile Miramont, Maurice Jorda, Georges Pichard

Bibliographic record

VenueGéographie physique et Quaternaire · 2002
Typearticle
Languagefr
FieldEnvironmental Science
TopicHydrology and Sediment Transport Processes
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesGeographyGeologyArt

Abstract

fetched live from OpenAlex

L'évolution historique des lits fluviaux de la moyenne Durance (Sud-Est de la France) est étudiée à partir de documents d'archives (textes et cartes anciennes), de séries diachroniques de photographies aériennes et d'analyses sédimentologiques des dépôts de la plaine alluviale. La richesse de l'information recueillie a permis de retracer l'évolution de la rivière au XIX e et au XX e siècle : diminution de la fréquence des crues, contraction des lits fluviaux, incision. Lors des périodes antérieures, il semble que des phases de forte activité morphodynamique et hydrologiques (fin XIV e siècle, XVI-XIX e siècles) alternent avec des phases d'accalmie (XV e siècle), sans que disparaisse le style fluvial en tresses. L'étude souligne les particularités d'une rivière soumise à des influences méditerranéennes et montagnardes et l'importance, dans ce contexte, des fluctuations climatiques sur l'évolution de la morphogenèse fluviale.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.135
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.005
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.006
GPT teacher head0.226
Teacher spread0.220 · 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 teacher head, not a consensus.

Study designObservational
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

Citations30
Published2002
Admission routes1
Has abstractyes

Explore more

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