Olfactoscapes in Malawi: Exploring the smells children like and are exposed to in semi-urban classrooms
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
Moving beyond the “canned” lens on literacies dominant in contemporary literacy studies in Malawi, this study connects theoretical perspectives on sensory and critical literacies to original empirical data on children’s lived “olfactory literacies”. We focus on situational and locally experienced odours in two classrooms in semi-urban Malawi. We present findings from interviews and drawings with 25 children who shared their olfactory preferences with the local researcher. Children’s views were supplemented with the researcher’s and teachers’ evaluations of the olfactory qualities of their classroom environments. Our study advances the field by being the first to unite theoretical provocations on sensory literacies in global child research with critical and empirical insights into children’s local olfactoscapes.
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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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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