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Record W4414179652 · doi:10.1097/jwh.0000000000000348

Urinary Urgency and Urge Incontinence in a Transgender Man: A Case Study

2025· article· en· W4414179652 on OpenAlexaff
Kianna Stiffler, Mary M. Austin, M. Urban

Bibliographic record

VenueJournal of Women s & Pelvic Health Physical Therapy · 2025
Typearticle
Languageen
FieldPsychology
TopicLGBTQ Health, Identity, and Policy
Canadian institutionsArtificial Intelligence in Medicine (Canada)
Fundersnot available
KeywordsTransgenderUrinary incontinenceLower urinary tract symptomsSexual functionRehabilitationPelvic floorPelvic painUrinary systemPopulation

Abstract

fetched live from OpenAlex

Background: The literature regarding lower urinary tract symptoms (LUTS) in the transgender and non-binary population is scarce. There are emerging data surrounding the impact of hormonal, surgical, and behavioral factors for this population; however, direct impact on pelvic floor function is still lacking. Case Description: This case report describes a 39-year-old transgender man referred to pelvic health rehabilitation for urinary urgency and urge urinary incontinence (UUI), which were limiting participation in occupational activities. The plan of care utilized a multimodal treatment approach, incorporating behavioral techniques, manual therapy, therapeutic exercise, and neuromodulation via sacral transcutaneous electrical nerve stimulation to improve functional outcomes. Outcomes: Clinically significant improvement on the National Institutes of Health Chronic Prostatitis Severity Index score from 13 to 3, reduction in urinary urgency from daily to weekly, and reduction in UUI from weekly to none were reported upon discharge. Functional outcomes included return to prior level of occupational participation. Discussion: This case report represents a successful course of pelvic health rehabilitation for LUTS in a transgender man. This case aims to begin bridging the significant gap in the literature regarding treatment of LUTS among transgender men with hormonal and post-operative considerations.

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)0.000
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: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.012

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0040.002
Scholarly communication0.0020.002
Open science0.0010.002
Research integrity0.0030.002
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 head0.044
GPT teacher head0.436
Teacher spread0.392 · 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 designCase report
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

Citations1
Published2025
Admission routes1
Has abstractyes

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