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Abstract
Citation (2022), "References", Jefferson, A.M. and Jeffries, S. (Ed.) Gender, Criminalization, Imprisonment and Human Rights in Southeast Asia (Emerald Studies in Activist Criminology), Emerald Publishing Limited, Bingley, pp. 173-194. https://doi.org/10.1108/978-1-80117-286-820221013 Publisher: Emerald Publishing Limited Copyright © 2022 Andrew M. Jefferson and Samantha Jeffries Aas 2012Aas, K. F. (2012). The Earth is one but the world is not: Criminological theory and its geopolitical divisions. Theoretical Criminology, 16(1), 5–20. Aday, & Farney 2014Aday, R. H., & Farney, L. (2014). Malign neglect: Assessing older women’s health care experiences in prison. Journal of Bioethical Inquiry, 11(3), 359–372. Aday, & Krabill 2011Aday, R. H., & Krabill, J. J. (2011). Women aging in prison: A neglected population in the correctional system. Boulder: Lynne Reinner Publishers. Agozino 2003Agozino, B. (2003). Counter-colonial criminology: A critique of imperialist reason. London: Pluto Press. 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(2018). Women, incarceration and drug policies in South East Asia: Promoting humane and effective responses – A policy guide for Thailand. Bangkok: International Drug Policy Consortium. Ameeriar 2012Ameeriar, L. (2012). The gendered suspect: Women at the Canada-U.S. border after September 11. Journal of Asian American Studies, 15(2), 171–195. Amnesty International 1997Amnesty International. (1997). Philippines: The death penalty: Criminality, justice, and human rights. Quezon City: Amnesty International. Amnesty International 2002Amnesty International. (2002). Philippines: Death penalty Briefing. Quezon City: Amnesty International. Amnesty International 2003Amnesty International. (2003). Philippines: A different childhood: The apprehension and detention of child suspects and offenders. Quezon City: Amnesty International. Amnesty International 2019Amnesty International. (2019). Fatally Flawed: Why Malaysia must abolish the death penalty. 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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 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.006 | 0.009 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.011 | 0.008 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.005 | 0.003 |
| Insufficient payload (model declined to judge) | 0.795 | 0.781 |
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".