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Burundi: Humanitarian Response Plan

2023· article· en· W4372184932 on OpenAlexaboutno aff

Bibliographic record

VenueAfrica Research Bulletin Economic Financial and Technical Series · 2023
Typearticle
Languageen
FieldNursing
TopicChild Nutrition and Water Access
Canadian institutionsnot available
Fundersnot available
KeywordsCitationPlan (archaeology)Political scienceComputer scienceOperations researchLibrary scienceHistoryEngineeringArchaeology

Abstract

fetched live from OpenAlex

129,000 people were at risk of death due to food insecurity in the Horn of Africa, Ethiopia's national aid agency has said that 3.2m people are in dire need of food supplies in the Somali region following a severe drought in nine of its 11 zones, the pro-government Fana Broadcasting Corporate website (12/3) reported.The drought has also killed over 4m livestock in the region.Kenya's privately-owned The Star website (22/3) recorded Kenya's first casualties from the prolonged drought after six people died from hunger in the northwestern Turkana county.Leaders from the county said nearly 800,000 people had been affected by the drought.An official in Turkana county government, Martin Lokeyen, said that farmlands along river banks were failing, with eight irrigation schemes set up by the government unable to ensure food security in the area.Shipments of much-needed grain arrived in the port of Mombasa on April 5th, privately-owned Business Daily website reported.The port received 21,455 tonnes of white maize from Mozambique, 22,820 tonnes of sorghum from the US and 27,998 tonnes of wheat from Canada.(BBC

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.104
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.051
GPT teacher head0.304
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 teacher head, not a consensus.

Study designNot applicable
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
Published2023
Admission routes1
Has abstractyes

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