MétaCan
Menu
Back to cohort
Record W4410922332 · doi:10.1007/s41062-025-01998-9

Scour-induced stability risks of the Zogu Bridge: Preservation challenges and policy recommendations for a threatened European heritage

2025· article· en· W4410922332 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueInnovative Infrastructure Solutions · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicHydrology and Sediment Transport Processes
Canadian institutionsCanada Auto Workers
Fundersnot available
KeywordsThreatened speciesBridge (graph theory)Environmental engineering scienceBiogeosciencesEnvironmental planningEnvironmental resource managementEngineeringPolitical scienceGeographyEnvironmental scienceGeologyEcologyEarth scienceBiologyHabitat

Abstract

fetched live from OpenAlex

This study aims to investigate the structural condition of the Zogu Bridge, a designated cultural monument in Albania, focusing on the impact of scour phenomena and the recent threat of devastating flood events. Namely, this study aims to assess the potential risks that could lead to the collapse of the bridge. It underlines the urgency of addressing critical issues to preserve this important cultural and engineering heritage. The study is based on an in-depth analysis combining extensive topographical and geotechnical investigations of the site. In addition, numerical analysis are carried out to evaluate the structural risks associated with the settlement that occurred at Pier P2 during the flood of January 11, 2021. The load-bearing capacity of the bridge was analyzed to obtain a comprehensive understanding of the overall structural integrity. The methodology involves a comprehensive approach to collecting data and assessing the various factors contributing to the precarious condition of the Zogu Bridge. The results of the study reveal alarming conditions, particularly in relation to pier P2, which has subsided by more than 2 m, jeopardizing the overall stability of the bridge. The numerical analysis show that Pier P2 had already lost more than 60% of its load-bearing capacity before the settlement occurred. In addition, piers P5, P1, P3, and P4 are in critical condition, with pier P5 teetering on the edge of equilibrium. Urgent action is deemed crucial to prevent further progression of scour depth which would pose a serious threat to the stability of the entire Zogu Bridge. The originality and contribution of this study lie in the comprehensive examination of the Zogu Bridge, which addresses both the technical aspects and the cultural significance of the structure. The identification of specific risks and critical conditions, supported by thorough site investigations and numerical assessments, provides valuable insights for preservation efforts. Our findings suggest that the construction of a rockfill weir downstream of the bridge would be the most effective short-term measure. This approach would mitigate scouring around the bridge piers, lowering the collapse risk of the Zogu Bridge from extreme to medium. The urgent call to take effective action underscores the importance of preserving this centuries-old engineering masterpiece, highlighting its dual significance as an outstanding work of architecture and a treasured cultural monument of both national and international value.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.604
Threshold uncertainty score0.392

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.100
GPT teacher head0.333
Teacher spread0.233 · 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