Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Starson v. Swayze, and the Ontario law upon which it is based was hailed as a victory for psychiatric patients. However, by 2005, Starson had been involuntarily detained without treatment for nearly seven years and his deteriorating mental health had brought him close to death. While Starson’s psychiatrists wanted to treat him, the law prevented them from doing so. This paper analyzes the laws that ensnared Starson and others and proposes amendments to better protect seriously ill patients. We will demonstrate that in attempting to safeguard autonomy, the Ontario law imperils and physical and mental health of involuntary psychiatric patients, and often results in subjecting them to prolonged detention, mental anguish, physical and chemical restraint, and solitary confinement. A better balance needs to be struck among the competing interests of these patients. In striking this balance, consideration must be given to the law’s real-world impact on the lives and liberty of those it purports to protect.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.003 |
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 it