Post-disaster community recovery : linking environmental and economic recovery
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.
Bibliographic record
Abstract
This study examines the linkages between environmental and economic post-disaster recovery for coastal communities using the effects of Hurricane Katrina on the Mississippi Gulf Coast as a case study. The disaster literature often neglects to discuss the recovery of the natural environment in urban areas and how this influences the economic recovery of a community. This is caused in part by the difficulty of measuring recovery. However, it is a very important part of the post-disaster recovery and this study explores such ‘hidden losses’ as a declined contribution of the local fishery industry to the community. It is also important to recognize that the perception of how the natural environment relates to human societies is influenced by a society’s paradigm. This study first examines the influence of two contrasting paradigms on the assessment of the recovery of natural system: the anthropocentric and ecocentric paradigms. This provides insights into the influence of the contemporary anthropocentric paradigm and the contrast with an ecocentric approach. Secondly, this thesis research studies the linkages between environmental and economic recovery for coastal tourism and fishery industries, focusing on a case study of the Biloxi area of Mississippi following Hurricane Katrina in 2005. The empirical insights gained from the case study are used to refine a framework for linking post-disaster environmental and economic recovery. Fieldwork was conducted in October 2010 and included 13 expert judgment interviews with local stakeholders and authorities. Quantitative analysis was also conducted using statistical time series data on economic and environmental variables. Results indicate that the economic recovery of the environment-dependent fisheries sector lagged behind the recovery of the general economy. This is caused by several factors such as decreased demand for fisheries products due to perception of environmental damage. Findings are summarized in a diagram of linkages between environmental and economic recovery.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it