Policing with the Community: Stop and Search
Bibliographic record
Abstract
Concluding Remarks -Dr Vicky Conway (Commission on the Future of Policing in Ireland) Contents Conference overviewThe Organisers Committee on the Administration of Justice (CAJ)CAJ is an independent human rights organisation with cross community membership in Northern Ireland and beyond.It was established in 1981 and lobbies and campaigns on a broad range of human rights issues.CAJ seeks to secure the highest standards in the administration of justice in Northern Ireland by ensuring that the Government complies with its obligations in international human rights law. Irish Council for Civil Liberties (ICCL)Founded in 1976 by Mary Robinson, Kader Asmal, and Donal Barrington, ICCL is Ireland's leading human rights organisation.ICCL is fully independent of government and business and all political and religious organisations.ICCL works to promote human rights and fundamental freedoms in Ireland.Fearless in its
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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 | 0.014 | 0.079 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.028 | 0.027 |
| Scholarly communication | 0.030 | 0.034 |
| Open science | 0.004 | 0.020 |
| Research integrity | 0.019 | 0.015 |
| Insufficient payload (model declined to judge) | 0.055 | 0.012 |
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".