A Curious Doubled Existence: Birth Here and in Lois McMaster Bujold’s Vorkosigan Saga
Bibliographic record
Abstract
Lois McMaster Bujold's science fiction (SF) relies on the symbiotic relationship between the technological and the social. This is often illustrated by the tension between the scientific and medicalized process of reproduction (via uterine replicators, cloning, and genetic modification) and the primal, 'natural' process. Varied levels of technological advancement and associated societal changes across the myriad planets within her SF universe allow Bujold to structure this tension as an emotional and social process as much as a medical or obstetrical one, while maintaining a respect for the choices, risks, and vulnerabilities involved in becoming pregnant. Contrasting the experiences of three births depicted within the series--Cordelia Naismith and her son Miles Vorkosigan; Alys Vorpatril and her son Ivan; Ekaterin Vorsoisson and the simultaneously replicator-gestated 'twins' Helen and Aral Vorkosigan--allows us to situate Bujold's explorations within our contemporary discussions around birth choices, technology and medical interventions developed over the past 30 years. Her depiction of medical intervention and the experience of pregnancy offers a philosophy to integrate the technological and the natural, manifesting a socio-cultural experience that does more than simply extrapolate from existing technological advances.
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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 | 0.000 | 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".