Exploring the concept of place in the literature on smallholder farmers and climate change adaptation in Sub-Saharan Africa
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 critical review paper expands on the meaning of place. It opens a new narrative on how the geographic concept of place is conceptualized in smallholder farmers and climate change adaptation literature in Sub-Saharan Africa. The review suggested that place is not only the ‘where’ of a location but a location geographically connected and interdependent to illustrate how smallholder farmers’ experiences in adapting to climate shocks interact with global efforts such as improving food security, eliminating poverty and building sustainable rural livelihood. Through the various climate change adaptation strategies exhibited by different farmer groups, the paper demonstrated that people in places have the agency to make choices that control their destinies irrespective of whatever global force overwhelms them. The paper argues sense of place expressed through ecological place meaning shapes people’s intuition, beliefs, actions and experiences as illustrated by smallholders’ perception of the determinant and barriers to effective adaptation strategies. The ecological place meaning also influences the ‘glocalization’ of climate impact on agroecological-based livelihoods at different locations and how maladaptive outcomes are perceived. Place gives people identity by (re)shaping actions and experiences and vice versa. There is an undeviating relationship between power, place and people’s experience. Further exploration of the relationship between lifeworld experiences, people, and power is central in understanding the meaning of place in smallholder farmers and climate change interaction.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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