Poornography and the Entrenchment of Western Hegemony: Deconstructing the Kony 2012 Video
Bibliographic record
Abstract
In March 2012, Invisible Children, a California-based humanitarian organization, created uproar when it posted and promoted Kony 2012, an online video depicting the suffering of Acholi children in northern Uganda at the hands of the Lord’s Resistance Army (LRA), a Ugandan rebel group. The stated aim of the video was to make Joseph Kony, the leader of the LRA, known, thereby resulting in his apprehension by the end of 2012. To accomplish this goal, the narrator of the video calls for the deployment of American troops to Uganda to help Ugandan Army and regional forces track the LRA rebels. Within one month of being uploaded to YouTube, more than 112 million people across the globe had viewed Kony 2012, generating interest and criticism alike. This article extends the debates generated by this video, while examining how the resulting Kony 2012 phenomenon works to undermine African agency. Ultimately, Kony 2012 promotes Western hegemony in Africa by propagating false impressions that African problems can only be properly solved through Western intervention, under the guise of humanitarian concern. Such a dynamic continues to promote a neocolonial mentality in post-independence African societies and the fallacy of white superiority over non-whites. Kony 2012 misrepresents contemporary northern Uganda and the ability of the Acholi people to address their own problems. Instead of highlighting and supporting the efforts of the Acholi people to implement their own conflict mediation mechanism based on the philosophy of love, forgiveness, reconciliation and reintegration among adversaries, Invisible Children’s Kony 2012 promotes a Western military solution, advancing a neocolonial mindset reminiscent of the “White Man’s Burden.”
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.025 |
| Scholarly communication | 0.009 | 0.010 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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.
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 source (direct Gemma or distilled Codex), 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".