Pediatric bioethics in Georgia: a proposed ethical framework.
Bibliographic record
Abstract
The aim of the article is to propose an ethical framework for the medical care of children in Georgia. We review Georgian ethical standards relating to pediatric medicine, in relation to the standards that are widely recognized in Western Europe and North America. This review highlights areas in which Georgian standards are already in line with Western standards as well as areas where there may be gaps or discrepancies. We highlight a number of important Georgian innovations, recognizing that Georgia has been a sovereign state for only a little more than twenty years and so has had little time to develop a fully comprehensive system of medical ethical standards. This analysis provides a foundation for identifying priorities for the development of ethical standards in Georgian pediatric medicine, according to Georgian beliefs and values relating to the medical care of children.
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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 | 0.038 | 0.035 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.028 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.016 | 0.014 |
| Insufficient payload (model declined to judge) | 0.001 | 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".