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Record W3112919032 · doi:10.5489/cuaj.6867

Access to penile prostheses differ across provinces in Canada: A survey of Canadian urologists

2020· article· en· W3112919032 on OpenAlexaffvenueabout
Stewart Whalen, Gavin Langille, Josh White, Greg Bailly

Bibliographic record

VenueCanadian Urological Association Journal · 2020
Typearticle
Languageen
FieldMedicine
TopicSexual function and dysfunction studies
Canadian institutionsSaint John Regional HospitalDalhousie University
Fundersnot available
KeywordsInflatableMedicinePenile prosthesisErectile dysfunctionSurgeryEngineering

Abstract

fetched live from OpenAlex

INTRODUCTION: Surgical implantation of a penile prosthesis is the gold standard treatment for refractory erectile dysfunction. The purpose of this study was to investigate the use of and access to these procedures in Canada. METHODS: Canadian urologists known to perform penile prostheses procedures were surveyed on areas such as surgical volume, type of device used, and the direct cost to patients for both malleable and inflatable devices. RESULTS: Of the 50 urologists invited to participate in the study, 34 (68%) completed the online survey. Participants represented nine Canadian provinces and included a mix of academic (65%) and community (35%) urologists. Most participants (79%) performed less than 10 procedures per year. Roughly three-quarters of participants (74%) used inflatable devices in over 90% of cases, while half implanted inflatable devices exclusively. The most common devices implanted were American Medical Systems (AMS). Participants from Alberta, Manitoba, New Brunswick, and Newfoundland reported full coverage for both malleable and inflatable devices. Saskatchewan was the only province where no coverage was reported. The remaining provinces were found to have variable degrees of coverage. Across all centers without full coverage, the median reported cost to patients for a malleable and inflatable device was $5000 and $6000, respectively. CONCLUSIONS: The urologists surveyed most commonly perform inflatable penile prostheses procedures. Significant geographical differences exist with respect to reported coverage for these procedures. This study highlights the need for continued advocacy on behalf of the urological community towards the goal of equity in coverage for penile prostheses across Canada.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.048
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.080
GPT teacher head0.291
Teacher spread0.210 · 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 teacher head, 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

Citations1
Published2020
Admission routes3
Has abstractyes

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