Bibliographic record
Abstract
An obstacle to abortion exists in the form of abortion 'counselling' that discourages women from terminating their pregnancies. This counselling involves providing information about the procedure that tends to create feelings of guilt, anxiety and strong emotional reactions to the recognizable form of a human fetus. Instances of such counselling that involve false or misleading information are clearly unethical and do not prompt much philosophical reflection, but the prospect of truthful abortion counselling draws attention to a delicate issue for healthcare professionals seeking to respect patient autonomy. This is the fact that even accurate information about abortion procedures can have intimidating effects on women seeking to terminate a pregnancy. Consequently, a dilemma arises regarding the information that one ought to provide to patients considering an abortion: on the one hand, the mere offering of certain types of information can lead to intimidation; on the other hand, withholding information that some patients would consider relevant to their decision-making is objectionably paternalistic on any standard account of the physician-patient relationship. This is an unsettling conclusion for the possibility of setting fixed professional guidelines regarding the counselling offered to women who are considering abortion. Thus, abortion ought to be viewed as an illuminating example of a procedure for which the process of securing informed consent ought to be highly context-sensitive and responsive to the needs of each individual patient. This result underscores the need for health care professionals to cultivate trusting relationships with patients and to develop finely tuned powers of practical judgment.
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 | 0.091 | 0.137 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.009 | 0.057 |
| Scholarly communication | 0.009 | 0.011 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.042 | 0.028 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".