Foreword by Cornelio Sommaruga, President, International Committee of the Red Cross
Bibliographic record
Abstract
The signing by 123 States of the Convention on the Prohibition of Antipersonnel Landmines (Ottawa treaty) in December 1997 was the culmination of lengthy efforts to lay down international rules against the use of anti-personnel mines. Only nineteen months earlier many in the international community had been disappointed by the failure of the 1995–1996 Conference reviewing the 1980 Convention on Certain Conventional Weapons to take decisive action against anti-personnel mines. Rather than consider the issue closed, governments and civil society continued to push for the comprehensive ban they felt was essential to halt the carnage caused by this weapon. By late 1997, some fifty governments had committed themselves to the treaty. When the signing ceremony was held this number had more than doubled and it took only ten months to attain the forty ratifications needed to bring the treaty into force. This was the fastest-ever entry into force of a multilateral arms-related agreement. Bringing about a ban on anti-personnel mines was truly a remarkable achievement. Never before had such a diverse group of governments, organizations and UN agencies come together to put an end to a crisis of this type; never before had so many people around the world felt compelled to voice their outrage at the effects of a weapon designed to strike indiscriminately at soldiers and civilians alike. This had been a unique alliance between civil society and governments to bring into existence a treaty of international humanitarian law. The process involved was a true manifestation of what humanitarian law describes as ‘the dictates of public conscience’ and showed how that concept can change the world.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.108 | 0.095 |
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".