Child Soldiers and Iconography: Portrayals and (Mis)Representations
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
Over the past decade, child soldiers have inundated the popular media. Images of boys armed with AK47s appear ubiquitous, providing a cautionary tale of innocent childhood gone awry. While these representations turn commonly held assumptions of a protected and innocuous childhood on its head, what they conceal is as provocative as what they reveal. Popular news media tells us little about the children behind the guns or the complexity of their wartime and post‐war experiences. Attempting to move beyond the narrow depictions, this paper explores the realities of a cohort of child soldiers in Sierra Leone and their experiences of armed conflict. Drawing upon in‐depth interviews conducted over a two‐year period, children’s experiences defy the limiting portrayals offered by media discourse. While these children are frequently constructed through a framework of extremes (as either extreme victims, extreme perpetrators or extreme heroes), in reality, the lives of these children fall within the grey, ambiguous and paradoxical zones of each.
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 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 | 0.001 | 0.001 |
| 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