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Record W3093954472 · doi:10.3390/jcm9103363

Clinic Utilization and Characteristics of Patients Accessing a Prostate Cancer Supportive Care Program’s Sexual Rehabilitation Clinic

2020· article· en· W3093954472 on OpenAlexafffund
Julie Wong, Luke Witherspoon, Eugenia Wu, Sara Sheikholeslami, Wen‐Chun Liao, Wallace Yuen, Jenna Bentley, Christine Zarowski, Monita Sundar, Stacy Elliott, Celestia S. Higano, Ryan Flannigan

Bibliographic record

VenueJournal of Clinical Medicine · 2020
Typearticle
Languageen
FieldMedicine
TopicSexual function and dysfunction studies
Canadian institutionsOttawa HospitalUniversity of British Columbia
FundersAstellas PharmaCarrick TherapeuticsVancouver Coastal Health Research InstituteBoston Scientific CorporationGenentechAstraZenecaPfizer
KeywordsMedicineProstate cancerRehabilitationFamily medicineCancerPhysical therapyInternal medicine

Abstract

fetched live from OpenAlex

Prostate cancer (PC) treatment leads to impairment of sexual function. The Prostate Cancer Supportive Care (PCSC) Program’s Sexual Rehabilitation clinic (SRC) assists patients and their partners with sexual recovery using a biopsychosocial approach to rehabilitation. This study characterizes patients seen in the SRC between July 2013–1 July 2019. Data was retrospectively abstracted from clinic records. In total, 965 patients were seen over 3391 appointments during the study period. Median age (standard deviation (SD)) was 66 years (SD = 7.1), 82.0% were partnered, yet 81.7% attended appointments alone. 88.0% were treated with surgery, 5.1% with brachytherapy, 3.7% with external beam radiation (EBRT), 1.8% with combined brachytherapy and EBRT, and 1.4% with androgen deprivation therapy. In total, 708 patients (73.4%) attended ≥1 follow-up appointment. Median time (SD) between end of prostate cancer treatment to first SRC appointment was 270 days (range 0–7766). The mean (SD) self-reported overall sexual satisfaction (extracted from International Index of Erectile Function-5 (IIEF-5)) significantly increased both with erectile aids (1.69 (SD = 1.52) to 2.26 (SD = 1.66), p < 0.001, n = 148) and without erectile aids (1.71 (SD = 1.44) to 2.35 (SD = 1.57), p < 0.001, n = 235). This study provides guidance for further investigation to refine treatment, wait-times, support, and/or resource offerings in this type of program.

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)0.003
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.023

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
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 head0.172
GPT teacher head0.490
Teacher spread0.318 · 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

Citations2
Published2020
Admission routes2
Has abstractyes

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