Bibliographic record
Abstract
The provision of safe abortion services remains a worldwide problem. The World Health Organization (WHO) estimates that in 2008 there were approximately 22 million unsafe abortions. In an era when women are increasingly able to make their own decisions, Canada will soon have the only medication for first-trimester abortions recommended by the WHO available. Medical abortion allows women to induce an early abortion through the use of drugs rather than undergoing suction aspiration or a dilation and curettage (D & C). In order to be eligible, patients must be certain they want termination, be less than 9 weeks gestational age, be able to understand instructions and follow-up, and willing to have a D & C if required. This would allow for improvements from the perspective of both the patient and physician; an effective medical option would provide more patient-centred care whereby women can regain some control and privacy for their decisions and providers can redistribute their operating room time to be utilized for other surgeries. The hope is that Canada can uneventfully join the majority of the developed world by implementing use of this useful drug.
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 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) | 0.000 | 0.000 |
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 teacher head, 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".