Futility considerations in surgical ethics
Bibliographic record
Abstract
The topic of futility has been intensely debated in bioethical discourse. Surgical futility encompasses considerations across a continuum of care, from decision-making during initial triage, to the choice to operate or refrain from operating on the critically ill, to withdrawal of life-supporting care. Determinations over futility may result in discord between providers and patients or their families, who might insist that treatment be provided at all costs to sustain life. In this manuscript, we will explore some of the possible sources for and manifestations of these disputes, and describe approaches by which to resolve them. Part I will briefly address some of the reasons that families ask for life-sustaining measures against medical advice in the surgical setting. These include variable determinations of both the quality of life and the inherent value of life (stemming from religious, cultural, and personal beliefs). Part II will detail some general instances in which physicians and surgeons can override requests to provide futile treatment, namely: instances of resource scarcity, interventions which carry a high probability of harm, and those that carry significant moral distress. To conclude, Part III will provide concrete guidelines for navigating futility, making an argument for individual case-based communication models in surgical decision-making.
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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 | 0.073 | 0.579 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.004 | 0.021 |
| Insufficient payload (model declined to judge) | 0.001 | 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; both teacher heads agree on what is shown here.
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".