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Record W7058169134

Livelihood vulnerability to climatic stresses: A study of the northeastern flood plain communities of Bangladesh

2018· dissertation· en· W7058169134 on OpenAlexfundno aff

Bibliographic record

VenueeScholarship@McGill (McGill) · 2018
Typedissertation
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
FundersPrince Albert II of Monaco FoundationMcGill University
KeywordsLivelihoodFloodplainFlood mythVulnerability (computing)Climate changeFlooding (psychology)
DOInot available

Abstract

fetched live from OpenAlex

Climatic stress vulnerability has cross-scaler influences on development interventions, particularly in developing countries.While most of climate adaptation plans and interventions are developed at national or international scales, relatively little attention has been paid to incorporate the contextual properties of climate vulnerability in adaptation-related decision making.Focusing on vi CONTRIBUTIONS TO KNOWLEDGEThis dissertation provides novel empirical insights in support of developing better contextualized climate change adaption planning and policy processes in the northeastern floodplains of Bangladesh.Chapter 2• Using a systematic review approach, I assess the historical evolution of climate change research, existing research gaps and their implications for public policy in Bangladesh.Most research has been undertaken at a national scale, although the need for local-level studies is well acknowledged.Multidisciplinary studies were concentrated in six main groups: socio-economic, environmental conservation, technological innovation and environmental risks, health impacts and impacts on fish resources.The northeastern floodplain is the most understudied area in Bangladesh.Chapter 3• Using empirical evidence, I identify that local changes can alter a climatic event to a stress, which would not be represented in local-level climate models.While both socioeconomic and climatic factors are considered in explaining multiple exposures, very little is known about how the local bio-physical changes intensify a climatic event to a stress.I identify land use practices, resource types and their uses can serve to constrain the adaptation measures available to affected communities.I also find that climatic stress perceptions among community members vary with local innovations and practices.vii Chapter 4• I present and test a methodological approach designed to better explain the adaptation measures taken by community members to sustain their livelihoods in response to climatic stresses.I find that community members organize, transform, and combine their livelihood assets to reduce climate sensitivity through generating non-natural resource dependent activities and intensifying natural resource uses.I also identify a strong role for external supports provided either by government, non-government organizations or market mechanisms.Chapter 5• Assessing climate change-focused policy making and institutional adaptation in Bangladesh, I find that the government has made significant advancement in establishing institutional structures that can support adaptation actions.Evaluating local communities' responses to government interventions, I find that discrepancies still remain between national adaptation plans and local demands, which results from insufficient knowledge on climatic impacts in local level.

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 score0.171
Threshold uncertainty score0.339

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.020
GPT teacher head0.272
Teacher spread0.253 · 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

Citations0
Published2018
Admission routes1
Has abstractyes

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