Bibliographic record
Abstract
Our contemporary world presents us with a steady array of undeniable expressions of common inhumanity, confirming the notion of common humanity by negative example. Ironically, the conditions that most urgently lead to calls for international intervention expose the fragmented nature of human solidarity and the attendant frailty of notions of universal moral obligation based on the idea of common humanity. In the face of widespread human suffering caused by various kinds of intrastate violent conflict, state repression or political incompetence leading to state failure, who has a moral obligation to respond? And what do they have as an obligation to do? A cosmopolitan conception of ‘sovereignty as responsibility’ clearly obligates sovereigns to be agents of the domestic public good. When they fail to provide basic public goods such as security, subsistence and justice within their borders, and when domestic accountability systems are inadequate or incompetent, a cosmopolitan view of global order obligates the society of states, as well as the larger global civil society, to call sovereign power to account, and to intervene to alleviate the human suffering caused by the neglect, breakdown or abuse of sovereign power. From a cosmopolitan moral view, then, it is not just domestic or international political leaders who have moral responsibilities to respond to situations of politically induced humanitarian disaster — we all do, in our various individual, collective and institutional capacities.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.060 |
| Scholarly communication | 0.006 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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".