MétaCan
Menu
Back to cohort
Record W4413198545 · doi:10.3390/siuj6040052

Trial of Void at Home After Green Light Laser Photosensitive Vaporisation of the Prostate: A Proof of Concept

2025· article· en· W4413198545 on OpenAlexvenueno aff
Arjun Guduguntla, Saad Fahd, Andrew Xu, Lauren Chandler, Ken Chow, Dennis Gyomber

Bibliographic record

VenueSociété Internationale d’Urologie Journal · 2025
Typearticle
Languageen
FieldMedicine
TopicUrinary Bladder and Prostate Research
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineMorningAuditRating scaleEmergency medicineMedical emergencyInternal medicinePsychology

Abstract

fetched live from OpenAlex

Background/Objectives: Green light laser photosensitive vaporisation of the prostate (GLL-PVP) is a common procedure for bladder outlet obstruction, with a low incidence of post-operative bleeding. At Northern Health, postoperative management involved limited bladder washout with two bags of 2 L saline, spigotting, and undergoing a trial of void (TOV) the next morning. A new model of care was commenced in which patients were discharged after the two bags of washout, and the TOV occurred at home through the Hospital in the Home service. The aim of this study was to audit patient outcomes, patient satisfaction, and health service benefits of this novel program. Methods: Patients assigned to the program between March 2023 and June 2024 were analysed. Catheter removal occurred the morning after surgery, and the decision on the success of the TOV was made following an afternoon review. Results: A total of 93.3% (28/30) patients passed their TOV at home. There were no readmissions in the first 48 h postoperation, with only three emergency department (ED) presentations in this time. On a five-point rating scale, 25/25 questionnaire respondents were happy with their care, 20/25 rated the service as very good, and 5/25 rated the service as good. An extra AUD 3377.56 in revenue was generated per patient from the freed inpatient beds, which correlated to a net revenue of AUD 83,016.83 generated over the study period. Conclusions: At-home TOV after GLL-PVP is safe and feasible. There is high patient satisfaction and significant benefits to the healthcare system. This framework can additionally be adopted after other urological surgeries.

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: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
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 head0.023
GPT teacher head0.328
Teacher spread0.305 · 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 designNon-randomized trial
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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueSociété Internationale d’Urologie JournalSame topicUrinary Bladder and Prostate ResearchFrench-language works237,207