Pre-registration: Snow-gauge undercatch, the within-catchment sensitivity of streamflow to snowfall fraction, and its inheritance by deep-learning streamflow models (p305 A′, v1)

How much of the observed within-catchment sensitivity of runoff ratio to snowfall fraction survives a physically based snow-undercatch correction? And does training deep-learning models on uncorrected gauge-based precipitation change the streamflow response they project for +2 °C warming? Deposited before any undercatch-corrected quantity, blocked-CV model run on observed flow, or warming counterfactual on such models was computed; results already seen are disclosed in §0.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-07
DOI
https://doi.org/10.5281/zenodo.24033841
Primary Topic
Hydrology and Watershed Management Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Pre-registration: Snow-gauge undercatch, the within-catchment sensitivity of streamflow to snowfall fraction, and its inheritance by deep-learning streamflow models (p305 A′, v1)

Zeeshan Asghar, Farjad Aziz, Muhammad Faarid Shah
1 links
Zenodo (CERN European Organization for Nuclear Research)
Hydrology and Watershed Management Studies
article

Pre-registration: Snow-gauge undercatch, the within-catchment sensitivity of streamflow to snowfall fraction, and its inheritance by deep-learning streamflow models (p305 A′, v1)

Zeeshan Asghar, Farjad Aziz, Muhammad Faarid Shah
article en

Abstract

How much of the observed within-catchment sensitivity of runoff ratio to snowfall fraction survives a physically based snow-undercatch correction? And does training deep-learning models on uncorrected gauge-based precipitation change the streamflow response they project for +2 °C warming? Deposited before any undercatch-corrected quantity, blocked-CV model run on observed flow, or warming counterfactual on such models was computed; results already seen are disclosed in §0.

Zenodo (CERN European Organization for Nuclear Research)
Ghulam Ishaq Khan Institute of Engineering Sciences and Technology (PK)
Climate action
Openalex Percentile: Top 26%
Hydrology and Watershed Management Studies
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