The Responsibility of Intellectuals Redux: Humanitarian Intervention and the Liberal Embrace of War in the Age of Clinton, Bush and Obama
Bibliographic record
Abstract
In a New York Times op-ed following the public's rejection of president Barack Obama's call for air strikes on Syria, Michael Ignatieff, a professor at the Harvard Kennedy School and former leader of the Canadian liberal party, sought to reaffirm the doctrine of humanitarian intervention, stating that while the public had become weary over the failure of wars in Iraq, Afghanistan and Libya, Western democracies had a responsibility to protect civilians when they are threatened with mass killing. In his view, the use or threat of force may be “illegal but legitimate,” and the US sometimes needs to “go at it alone to stop atrocity crimes…. Rebuilding popular democratic support for the idea of our duty to protect civilians when no one else can or will,” thus represents “a critical challenge in the years ahead.”
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 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 | 0.008 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.028 | 0.058 |
| Scholarly communication | 0.017 | 0.011 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.010 | 0.012 |
| 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".