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Record W4402767990 · doi:10.1136/rapm-2024-esra.152

EP079 Feasibility of regional anesthesia in microgravity: a proof-of-concept study

2024· article· en· W4402767990 on OpenAlexaff
Matthew Kiberd, Regan Brownbridge, Mathew Mackin, Dan Werry, Sally Bird, Barry Garrett, Jon Bailey

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicSpaceflight effects on biology
Canadian institutionsDalhousie University
Fundersnot available
KeywordsProof of conceptComputer science

Abstract

fetched live from OpenAlex

Please confirm that an ethics committee approval has been applied for or granted: Not relevant Background and Aims The ambitious goals of crewed deep space missions, like Nasa’s Artemis program and SpaceX’s colonization targets, require preparations for potential astronaut health crises. Innovative solutions are necessary to overcome the challenges of administering anesthesia in the unique environment of space and the physiologic changes associated with prolonged microgravity exposure. Regional anesthesia offers a viable solution to these challenges, but its feasibility is yet to be tested. Methods Our study assessed the feasibility of single-shot peripheral nerve blocks in a simulated microgravity environment (free-floating underwater) using a meat model. We randomized forty meat models to be injected under simulated microgravity and normal Earth gravity conditions. Post-injection, blinded assessors determined success rates. Assessed parameters included, ‘time to block’, ease of needle placement, and ease of image acquisition. Results Block success rates were comparable in both scenarios (80% normal gravity versus 85% microgravity, p > 0.999) and there was no difference in the rate of accidental intra-neural injections (5% versus 5%). The median time to block on land was 27 [IQR 21-69] seconds versus 35 [IQR 22-48] seconds in simulated microgravity (p = 0.751). Ease of needle placement and ease of image acquisition were similar in both conditions. Conclusions Despite challenges, regional anesthesia appears to be feasible in simulated microgravity. While our model is not a perfect analogue to true space conditions, it provides a foundation for subsequent research into the provision of anesthesia and analgesia during crewed space missions.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.001

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.

Opus teacher head0.046
GPT teacher head0.353
Teacher spread0.307 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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