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Record W1921065149 · doi:10.24908/pceea.v0i0.4898

THE TETON DAM FAILURE AS A SUPPORT OF AN UNDERGRADUATE COURSE OF SOIL MECHANICS

2013· article· en· W1921065149 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.
fundA Canadian funder is recorded on the work.
venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueProceedings of the Canadian Engineering Education Association (CEEA) · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicProblem and Project Based Learning
Canadian institutionsPolytechnique Montréal
FundersPolytechnique Montréal
KeywordsHindsight biasCourse (navigation)Session (web analytics)AttractivenessDam failureIdeal (ethics)WarrantyPoint (geometry)EngineeringMathematics educationComputer scienceEngineering managementEngineering ethicsPsychologyFlood mythPolitical scienceMathematicsGeography

Abstract

fetched live from OpenAlex

To improve the attractiveness of the undergraduate course of Soil Mechanics at Polytechnique Montreal, a new approach relying on the study of the Teton Dam failure from a forensic point of view was introduced in 2012. A course evaluation performed at the end of the session demonstrated that the case study was very interesting to sensitize the students to technical and non-technical aspects, but that the formula was not ideal for active learning. Indeed, the lack of hindsight was not adequate to warranty an active participation of all students. As a consequence, a new version of the case study based on team projects is under development. The paper presents the new case study approach, the methodology and the tools under development to help the students with the case study and finally concludes with the implication of the case study in the formation of future engineers.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.620
Threshold uncertainty score0.935

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 integrity0.0000.000
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 head0.005
GPT teacher head0.232
Teacher spread0.227 · 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