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Record W2620102025

Rethinking Water Governance: Moving Beyond Water-Centric Perspectives in a Connected and Changing World

2017· article· en· W2620102025 on OpenAlexafffund
Rob C. de Loë, James Patterson

Bibliographic record

VenueVU Research Portal · 2017
Typearticle
Languageen
FieldEnvironmental Science
TopicWater-Energy-Food Nexus Studies
Canadian institutionsUniversity of Waterloo
FundersUniversity of Waterloo
KeywordsCorporate governanceWater securityNexus (standard)Resilience (materials science)Integrated water resources managementWater resourcesBusinessEnvironmental resource managementWater sectorEnvironmental planningEconomicsEnvironmental scienceComputer scienceEcology
DOInot available

Abstract

fetched live from OpenAlex

From the “water-centric” perspective that is common within the world’s large and diverse water community, water is of central importance, and improving water governance is self-evidently essential. Some water problems can be addressed using water-centric approaches such as watershed management. Unfortunately, evidence is mounting that suggests that many other water problems cannot because their causes and drivers, at scales from local to global, are partly or wholly external to those traditionally considered within the water sector. Water governance in these cases needs to better account for a range of external connections that strongly influence water-related outcomes of concern and contribute to governance failures. These connections frequently manifest through external actors, drivers, and institutions. We address this issue by critically reflecting on the limitations of water-centric perspectives; surveying the water governance literature to identify external connections that can influence water governance; examining the extent to which four major approaches address actors, drivers, and institutions that connect water governance to other sectors and decision making situations (Integrated Water Resources Management, water security, water-energy-food nexus, water resilience); and considering key conceptual and practical challenges of moving beyond water-centric approaches where this is warranted. Building on emerging thinking within the water community, we propose that key open questions requiring urgent attention relate to reconciling water-centric and non-water-centric approaches, thinking critically about boundary judgments, and re-thinking conceptual and practical approaches to water governance to better account for external connections. The article contributes to emerging conversations about the future of water governance in an increasingly complex, connected and rapidly changing world.

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)0.036
metaresearch head score (Gemma)0.030
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.036
Threshold uncertainty score0.188

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0360.030
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0040.004
Science and technology studies0.0090.104
Scholarly communication0.0250.056
Open science0.0050.021
Research integrity0.0080.016
Insufficient payload (model declined to judge)0.0040.001

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 head0.049
GPT teacher head0.309
Teacher spread0.260 · 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 designTheoretical or conceptual
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

Citations59
Published2017
Admission routes2
Has abstractyes

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