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Record W4402464082 · doi:10.11159/icbes24.145

ProSpare’s tolerability is independent of rectal anatomy

2024· article· en· W4402464082 on OpenAlexvenueno aff
George Mylonas, Julia Murray

Bibliographic record

VenueProceedings of the World Congress on Electrical Engineering and Computer Systems and Science · 2024
Typearticle
Languageen
FieldMedicine
TopicCardiac, Anesthesia and Surgical Outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsTolerabilityComputer scienceMedicineInternal medicineAdverse effect

Abstract

fetched live from OpenAlex

ProSpare, a self-insertable rectal obturator, has shown promise in reducing prostate motion and anorectal dosimetry in prostate radiotherapy.However, initial data from a post-prostatectomy radiotherapy trial (POPS trial NCT02978014) revealed that 37% of patients could not tolerate ProSpare insertion, possibly because of a mismatch with rectal anatomy.Our study aimed to compare rectal anatomy between patients who could and could not tolerate ProSpare insertion and determine threshold values for anorectal angle, anal canal length, or rectum diameter conducive to insertion.We analysed the anorectal angle, anal canal length, and rectal diameter in patients who could tolerate ProSpare insertion (Group Y), those who could not (Group N), and those with ProSpare inserted (Group PS), by using planning CT scans from the POPS trial.There were no significant differences in the anorectal angle, anal canal length, or rectal diameter between Group Y and N (p>0.05).There were significant differences between Group PS and the others in anorectal angle (p<0.01) and rectal diameter (p<0.001).These results suggest rectal anatomy is unlikely the limiting factor for ProSpare tolerance; instead, it could be anal sphincter diameter or tone, or nociceptive sensitivity.Patients with ProSpare showed increased anorectal angles and rectal diameters, suggesting the rectum expands to accommodate the device.This supports ProSpare's efficacy as a rectal spacer during prostate radiotherapy.We recommend the future development of rectal obturators should follow the design of deployable or inflatable devices while emulating ProSpare's properties.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.007
GPT teacher head0.232
Teacher spread0.225 · 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 designObservational
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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