Malaria in irrigated agriculture: papers and abstracts for the SIMA Special Seminar at the ICID 18th International Congress on Irrigation and Drainage, Montreal, 23 July 2002
Bibliographic record
Abstract
The Special SIMA Seminar on Malaria in Irrigated Agriculture at the 18th ICID International Congress on Irrigation and Drainage was one of the activities aimed at increasing awareness in the agricultural community on the potential of environmental interventions to reduce malaria under Output 4 of SIMA. This document contains papers and abstracts submitted for this seminar in Montreal, Canada. The authors themselves are responsible for their contributions and it is hoped that the publication of these proceedings will stimulate discussions among participants of the seminar as well as in the wider SIMA Network. This seminar is organized by SIMA, the CGIAR Systemwide Initiative on Malaria and Agriculture, in collaboration with the International Water Management Institute (IWMI). This and subsequent scientific seminars will gather experts on malaria and agriculture to contribute to the development of a comprehensive knowledge base on malaria and agriculture.
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 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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".