MétaCan
Menu
Back to cohort
Record W2011584804 · doi:10.3138/cjh.49.3.423

Humanitarian Action: The Joint Church Aid and Health Care Intervention in the Nigeria-Biafra War, 1967–1970

2014· article· en· W2011584804 on OpenAlex

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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of History · 2014
Typearticle
Languageen
FieldArts and Humanities
TopicHistorical and Contemporary Political Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitarian aidHealth careAgency (philosophy)Economic growthIntervention (counseling)Spanish Civil WarPolitical sciencePublic administrationMedicineLawSociologyNursingEconomicsSocial science

Abstract

fetched live from OpenAlex

International humanitarian aid played an important role in the Nigeria-Biafra War, 1967-70. Relief aid was organized under two major umbrella bodies — the International Committee of the Red Cross (ICRC) and the Joint Church Aid (JCA). The JCA received support from Catholic and Protestant churches while the ICRC, an established humanitarian agency, relied on donations from many governments as well as from the United Nations International Children’s Emergency Fund (UNICEF). This paper focuses on the formation of the JCA as a humanitarian organization and examines its efforts to provide health care for the war victims in Biafra. Though the JCA has not received adequate scholarly attention, its humanitarian aid in Biafra was the first of its kind in the developing world and involved the largest civilian airlift in history. As this paper argues, the JCA’s health care intervention in Biafra was restricted to minimal care because of a lack of essential medications, equipment, food, and epidemiological expertise. Despite these challenges, however, the JCA managed to provide basic health care to over ten million persons in Biafra during the war. Further, the organization succeeded in providing aid without creating long-term dependency.

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 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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.802
Threshold uncertainty score0.302

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.068
GPT teacher head0.256
Teacher spread0.188 · 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