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Record W2071209667 · doi:10.4296/cwrj2804587

Long-Term Changes in Rainfall Intensities in Vancouver, British Columbia

2003· article· en· W2071209667 on OpenAlexvenueaboutno aff
Matthias Jakob, Ian G. McKendry

Bibliographic record

VenueCanadian Water Resources Journal / Revue canadienne des ressources hydriques · 2003
Typearticle
Languageen
FieldEnvironmental Science
TopicClimate variability and models
Canadian institutionsnot available
Fundersnot available
KeywordsTerm (time)Environmental scienceClimatologyGeographyMeteorologyGeologyPhysics

Abstract

fetched live from OpenAlex

Changes in the magnitude and frequency of high intensity rainfall are investigated for the Greater Vancouver Regional District (GVRD). Data on precipitation intensity from five minutes to 24 hours duration for nine GVRD rain gauges and three Meteorological Service of Canada (MSC) rain gauges were gathered. Results show only two stations with a statistically significant upward trend for the five minutes to two hours durations for the annual time series. At one station (DN2S) this apparent trend was attributed to local site/exposure changes rather than a real change in local precipitation intensities. A month-by-month analysis for all analysed stations demonstrates statistically significant upward trends particularly for the months of April, May and June, which are also months of high convective activity but low overall rainfall. Strongest trends were found for the shorter durations (up to two hours). High-intensity rainfall threshold exceedances were computed for all stations and durations to investigate possible long-term changes in the frequency of high intensity rainfall. This analysis demonstrates an increasing trend in threshold exceedances particularly during the 1990s. A significant increase in threshold exceedances is noticeable between the last Pacific Decadal Oscillation (PDO) cool phase that ended in 1977, and the last warm phase that likely ended in 1998. Variability of rainfall that was correlated to PDO and ENSO (El Niño Southern Oscillation) indices appears greater than the signal attributed to the enhanced greenhouse effect. The results of this study are consistent with the findings from recent scientific literature suggesting that there is, as yet, little evidence for an increase in high intensity precipitation over southwestern British Columbia. These results suggest that there is no urgent need to upgrade the sewerage and drainage system. However, a continuation of the observed increase in threshold exceedances during the 1990s would imply an increase in flood flows resulting in more channel erosion and nuisance flooding which would have implications for managing stream health and flood management planning. Without considering changes in precipitation due to climate change, given the correlation between PDO and ENSO cycles and high rainfall intensity occurrence, then lower-than-normal rainfall intensities can be expected during the next PDO cool phase.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.031
Threshold uncertainty score0.062

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.012
GPT teacher head0.187
Teacher spread0.175 · 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 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

Citations24
Published2003
Admission routes2
Has abstractyes

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