‘Mental capacity’, ‘sufficient maturity’, and ‘capable of understanding’ in relation to children: how should health professionals interpret these terms?
Bibliographic record
Abstract
South Africa’s Children’s Act 38 of 2005 requires health professionals to determine whether a child possesses ‘sufficient maturity’ and ‘mental capacity’ to make decisions about themselves in relation to surgery, treatment, and HIV testing. Similarly, the National Health Act 61 of 2003 requires a child to be ‘capable of understanding’ to provide informed consent in research. However, neither the Children’s Act nor the National Health Act defines these terms. Moreover, there is no common definition of ‘sufficient maturity’ among healthcare professionals in South Africa. Appreciating how foreign law interprets ‘mental capacity’ and how different healthcare professionals evaluate ‘maturity’ could prove illuminative in respect to how these terms could be interpreted by health professionals in South Africa, and elsewhere.
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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 | 0.020 | 0.043 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.006 | 0.072 |
| Scholarly communication | 0.009 | 0.014 |
| Open science | 0.003 | 0.008 |
| Research integrity | 0.008 | 0.018 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".