The Pit & the Pendulum: Sex Offender Laws
Bibliographic record
Abstract
For centuries the criminal justice system has struggled to define the methodology of and the justifications for social control of sexual behavior that does not conform to community mores. This poster compares and contrasts the historical and contemporary attempts in the United States, Canada, Belgium, the United Kingdom, and Germany to address the risk created by individuals who engage in behaviors broadly characterized as sexually deviant. Where available, we consider the rationale for sentencing, and the earliest attempts to bring “treatment” into the criminal dispositional formula for sexual based prosecution. We also consider the impact that the choice of societal response has on risk assessment and evaluation in the various systems, including where available, the assessment and commitment of juvenile offenders. The current practice of civil commitment for a person deemed to be a sexually violent predator (SVP) is discussed highlighting the U.S. Supreme Court decision in Kansas v. Hendricks. This practice will then be compared and contrasted with the approach of designating an offender as a Dangerous Offender (DO) or a Long-Term Offender (LTO) under the criminal law. We also highlight sex offender registries where applicable. This poster is intended as an overview of the law as it exists, and not as a defense or a critique of any specific model.
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 | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.015 |
| Scholarly communication | 0.010 | 0.012 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.011 | 0.016 |
| Insufficient payload (model declined to judge) | 0.012 | 0.002 |
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".