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Record W2258627316 · doi:10.4000/belgeo.16018

Phénomènes d’érosion fluviale et conditions hydrodynamiques de la rivière Saint-Maurice, Québec, Canada

2002· article· fr· W2258627316 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueBELGEO · 2002
Typearticle
Languagefr
FieldEngineering
TopicUnderground infrastructure and sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesGeographyArt

Abstract

fetched live from OpenAlex

Cette étude a été effectuée dans la portion inférieure de la rivière Saint-Maurice qui constitue l’une des grandes rivières du Québec méridional. L’étude examine les processus et phénomènes riverains qui affectent plusieurs berges de cette portion de la rivière. Les facteurs tels que les vagues et les courants, les variations du niveau d’eau et l’impact des glaces sur l’érosion des berges sont considérés. La zone d’étude couvre spécifiquement le tronçon situé entre les rapides Manigance, au nord de la centrale hydroélectrique de Grand-Mère, et les rapides des Hêtres, au sud. En amont de la centrale, les berges sont surtout constituées de silt argileux ou d’argile silteuse. Plus de la moitié des berges sont actives, c’est-à-dire 74,7 km sur un total de 114,4 km. En aval de la centrale, les berges sont surtout formées de sable et d’un mélange de sable et gravier. Les berges actives forment moins de 10 %, soit environ 10,5 km de longueur. Une évaluation du taux de recul des berges les plus fortement érodées, à partir de la numérisation de photographies aériennes, a fourni une valeur moyenne d’environ 0,5 m de recul par année. Les zones qui semblent les plus affectées se retrouvent dans des hautes terrasses d’argile.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.144
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.004
GPT teacher head0.206
Teacher spread0.202 · 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