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"Breyer, Benjamin N"
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Comparing GPT-4 and Human Researchers in Health Care Data Analysis: Qualitative Description Study
2024
Large language models including GPT-4 (OpenAI) have opened new avenues in health care and qualitative research. Traditional qualitative methods are time-consuming and require expertise to capture nuance. Although large language models have demonstrated enhanced contextual understanding and inferencing compared with traditional natural language processing, their performance in qualitative analysis versus that of humans remains unexplored.
We evaluated the effectiveness of GPT-4 versus human researchers in qualitative analysis of interviews with patients with adult-acquired buried penis (AABP).
Qualitative data were obtained from semistructured interviews with 20 patients with AABP. Human analysis involved a structured 3-stage process-initial observations, line-by-line coding, and consensus discussions to refine themes. In contrast, artificial intelligence (AI) analysis with GPT-4 underwent two phases: (1) a naïve phase, where GPT-4 outputs were independently evaluated by a blinded reviewer to identify themes and subthemes and (2) a comparison phase, where AI-generated themes were compared with human-identified themes to assess agreement. We used a general qualitative description approach.
The study population (N=20) comprised predominantly White (17/20, 85%), married (12/20, 60%), heterosexual (19/20, 95%) men, with a mean age of 58.8 years and BMI of 41.1 kg/m
. Human qualitative analysis identified \"urinary issues\" in 95% (19/20) and GPT-4 in 75% (15/20) of interviews, with the subtheme \"spray or stream\" noted in 60% (12/20) and 35% (7/20), respectively. \"Sexual issues\" were prominent (19/20, 95% humans vs 16/20, 80% GPT-4), although humans identified a wider range of subthemes, including \"pain with sex or masturbation\" (7/20, 35%) and \"difficulty with sex or masturbation\" (4/20, 20%). Both analyses similarly highlighted \"mental health issues\" (11/20, 55%, both), although humans coded \"depression\" more frequently (10/20, 50% humans vs 4/20, 20% GPT-4). Humans frequently cited \"issues using public restrooms\" (12/20, 60%) as impacting social life, whereas GPT-4 emphasized \"struggles with romantic relationships\" (9/20, 45%). \"Hygiene issues\" were consistently recognized (14/20, 70% humans vs 13/20, 65% GPT-4). Humans uniquely identified \"contributing factors\" as a theme in all interviews. There was moderate agreement between human and GPT-4 coding (κ=0.401). Reliability assessments of GPT-4's analyses showed consistent coding for themes including \"body image struggles,\" \"chronic pain\" (10/10, 100%), and \"depression\" (9/10, 90%). Other themes like \"motivation for surgery\" and \"weight challenges\" were reliably coded (8/10, 80%), while less frequent themes were variably identified across multiple iterations.
Large language models including GPT-4 can effectively identify key themes in analyzing qualitative health care data, showing moderate agreement with human analysis. While human analysis provided a richer diversity of subthemes, the consistency of AI suggests its use as a complementary tool in qualitative research. With AI rapidly advancing, future studies should iterate analyses and circumvent token limitations by segmenting data, furthering the breadth and depth of large language model-driven qualitative analyses.
Journal Article
Incidence of circumcision among insured adults in the United States
2022
Although circumcision is the most commonly performed surgery in males, less is known about the incidence and indications of adult circumcision. In this study, we aim to present the incidence of adult circumcision across the United States. Using IBM MarketScan.sup.® Commercial Database from 2015 to 2018, we obtained claims for circumcision in men between 18 and 64 years of age. We calculated the incidence of adult circumcision over the study period and across the United States. We also collected data on indications for surgery using International Classification of Diseases codes. We identified a total of 12,298 claims for adult circumcisions. The mean age was 39 (±12.9) years. The average incidence rates remained relatively constant from 98.1 per 100,000 person-years in 2015 to 98.2 per 100,000 person-years in 2018 ([DELTA]+0.1%). The age-standardized incidence rates varied significantly across the United States (from 0 to 194.8 per 100,000 person-years) with South Dakota having the highest rate. The most common indications for adult circumcision were phimosis (52.5%), routine/ritual circumcision (28.7%), phimosis + balanitis/balanoposthitis (6.8%), balanitis (3.8%) and balanoposthitis (2.6%), and significantly varied by age groups. This study suggested a wide geographic variation in rates of adult circumcision between states with highest incidences in the Northeast United States. Future studies can identify the underlying causes for the observed variations.
Journal Article
Prostate cancer radiation and urethral strictures: a systematic review and meta-analysis
by
Gaither, Thomas W
,
Osterberg, E Charles
,
Baradaran, Nima
in
Background radiation
,
Brachytherapy
,
Confidence intervals
2018
BackgroundWe performed a systematic review and meta-analysis to determine the prevalence and predictors of urethral stricture development post radiation therapy (RT) for prostate cancer (PCa).MethodsPublished articles in PubMed/Medline, Cochrane, and Embase databases from January 2000 to April 2016 were queried. Inclusion criteria were any study that reported the prevalence of urethral strictures following external beam radiation therapy (EBRT), brachytherapy (BT), or both as a primary treatment for PCa. Forty-six articles met our inclusion criteria. A summary estimate of the proportion of patients who developed a urethral stricture was derived via a random effects meta-analysis.ResultsIn total, 16,129 PCa patients underwent either EBRT (5681, 35.2%), BT (5849, 36.3%), or both (4599, 28.5%). Overall, 630 strictures were diagnosed at follow-up with a pooled estimate period prevalence of 2.2% (95% confidence interval, CI 1.9–2.6%) in a median follow-up time of 4 years (interquartile range, IQR 2.7–5). Of which, the pooled estimate prevalence was 1.5% (95% CI 0.9–2%) post EBRT, 1.9% (95% CI 1.3–2.4%) post BT, and 4.9% (95% CI 3.8–6%) post both EBRT and BT. Of 20 studies reporting a median time to stricture formation, the overall median time was 2.2 years (IQR 1.8–2.5, range 1.4–9). In a meta-regression analysis, receiving both EBRT and BT increased the estimated difference in proportion of stricture diagnoses by 3% (95% CI 1–6%), p = 0.018 compared to EBRT alone. An increase in median follow-up time was found to significantly increase the risk of developing urethral strictures (p = 0.04).ConclusionsWith a short-term follow-up, urethral strictures occur in 2.2% of men with PCa receiving radiotherapy. Receiving both EBRT and BT increased the risk of stricture formation. Longer follow-up is needed to determine the long-term natural history of stricture formation after RT.
Journal Article
COVID-19 Misinformation and Social Network Crowdfunding: Cross-sectional Study of Alternative Treatments and Antivaccine Mandates
by
Shaw, Nathan M
,
Leapman, Michael S
,
Sudhakar, Architha
in
Alternative approaches
,
Alternatives
,
Campaigns
2022
Crowdfunding is increasingly used to offset the financial burdens of illness and health care. In the era of the COVID-19 pandemic and associated infodemic, the role of crowdfunding to support controversial COVID-19 stances is unknown.
We sought to examine COVID-19-related crowdfunding focusing on the funding of alternative treatments not endorsed by major medical entities, including campaigns with an explicit antivaccine, antimask, or antihealth care stances.
We performed a cross-sectional analysis of GoFundMe campaigns for individuals requesting donations for COVID-19 relief. Campaigns were identified by key word and manual review to categorize campaigns into \"Traditional treatments,\" \"Alternative treatments,\" \"Business-related,\" \"Mandate,\" \"First Response,\" and \"General.\" For each campaign, we extracted basic narrative, engagement, and financial variables. Among those that were manually reviewed, the additional variables of \"mandate type,\" \"mandate stance,\" and presence of COVID-19 misinformation within the campaign narrative were also included. COVID-19 misinformation was defined as \"false or misleading statements,\" where cited evidence could be provided to refute the claim. Descriptive statistics were used to characterize the study cohort.
A total of 30,368 campaigns met the criteria for final analysis. After manual review, we identified 53 campaigns (0.17%) seeking funding for alternative medical treatment for COVID-19, including popularized treatments such as ivermectin (n=14, 26%), hydroxychloroquine (n=6, 11%), and vitamin D (n=4, 7.5%). Moreover, 23 (43%) of the 53 campaigns seeking support for alternative treatments contained COVID-19 misinformation. There were 80 campaigns that opposed mandating masks or vaccination, 48 (60%) of which contained COVID-19 misinformation. Alternative treatment campaigns had a lower median amount raised (US $1135) compared to traditional (US $2828) treatments (P<.001) and a lower median percentile of target achieved (11.9% vs 31.1%; P=.003). Campaigns for alternative treatments raised substantially lower amounts (US $115,000 vs US $52,715,000, respectively) and lower proportions of fundraising goals (2.1% vs 12.5%) for alternative versus conventional campaigns. The median goal for campaigns was significantly higher (US $25,000 vs US $10,000) for campaigns opposing mask or vaccine mandates relative to those in support of upholding mandates (P=.04). Campaigns seeking funding to lift mandates on health care workers reached US $622 (0.15%) out of a US $410,000 goal.
A small minority of web-based crowdfunding campaigns for COVID-19 were directed at unproven COVID-19 treatments and support for campaigns aimed against masking or vaccine mandates. Approximately half (71/133, 53%) of these campaigns contained verifiably false or misleading information and had limited fundraising success.
RR2-10.1001/jamainternmed.2019.3330.
Journal Article
Does patient age influence procedural management of kidney trauma?
2025
Objectives
We aimed to examine the association between patient age and procedural intervention, especially nephrectomy, in patients with renal trauma in the National Trauma Data Bank (NTDB).
Materials and methods
We queried the 2013–2020 NTDB for adult renal trauma patients with an American Association for the Surgery of Trauma (AAST) grade. Patients without AAST grade or with no sign of life were excluded. We constructed a multinomial logistic regression model to demonstrate the association between age and procedural interventions (renal angioembolization, renorrhaphy and nephrectomy). Models were adjusted for patient, hospital, and clinical factors.
Results
Our cohort was comprised of 49,884 patients with renal trauma aged 18–89 years, of which 691 (1.4%), 995 (1.9%), and 3,366 (6.8%) underwent angioembolization, renorrhaphy, and nephrectomy, respectively. After adjusting for relevant variables, the risks of nephrectomy and angioembolization were positively associated with patient age, particularly in those 40 years of age and older. Adjusted risk of nephrectomy (OR 0.07 per 10 years of age, 95% CI 0.03–0.11,
p
< 0.001) and angioembolization (OR 0.19 per 10 years of age, 95% CI 0.14–0.24,
p
< 0.001) ranged between ≈ 0.6% and ≈ 1%, and between ≈ 0.3% and ≈ 1% across the patient age range, respectively. Plots depicting marginal effect of age is demonstrated that in patients above 35–40 years of age, a 1-year increase in age is associated with a progressively higher increase in risk of both nephrectomy and angioembolization. The adjusted risk of Renorrhaphy (OR -0.003 per 10 years of age, 95% CI -0.06-0.06,
p
= 0.92) did not vary substantially with age and the marginal effect of age was negligible across all ages.
Conclusions
Older patients with renal trauma are more likely to receive procedural intervention namely nephrectomy and renal angioembolization. These results suggest possible age-related cognitive bias in renal trauma management.
Journal Article
Novel measurement tool and model for aberrant urinary stream in 3D printed urethras derived from human tissue
by
Cheema, Bhagat
,
Shadden, Shawn C.
,
Mirramezani, Mehran
in
Artificial organs
,
Biology and Life Sciences
,
Cadaver
2020
An estimated 10% of male adults have split or dribbled stream leading to poor hygiene, embarrassment, and inconvenience. There is no current metric that measures male stream deviation.
To develop a novel method to measure spray in normal and abnormal anatomical conformations.
We developed a novel platform to reliably describe spray. We used cadaveric tissues and 3D Printed models to study the impact of meatal shape on the urinary stream. Cadaveric penile tissue and 3D printed models were affixed to a fluid pump and used to simulate micturition. Dye captured on fabric allowed for spray detection.
Spray pattern area, deviation from normal location, and flowrates were recorded. Computational fluid dynamic models were created to study fluid vorticity.
Obstructions at the penile tip worsened spray dynamics and reduced flow. Ventral meatotomy improved flowrate (p<0.05) and reduced spray (p<0.05) compared to tips obstructed ventrally, dorsally or in the fossa navicularis. 3D models do not fully reproduce parameters of their parent cadaver material. The average flowrate from 3D model was 10ml/sec less than that of the penis from which it was derived (p = 0.03). Nonetheless, as in cadavers, increasing obstruction in 3D models leads to the same pattern of reduced flowrate and worse spray. Dynamic modeling revealed increasing distal obstruction was correlated to higher relative vorticity observed at the urethral tip.
We developed a robust method to measure urine spray in a research setting. Dynamic 3D printed models hold promise as a methodology to study common pathologies in the urethra and corrective surgeries on the urine stream that would not be feasible in patients. These novel methods require further validation, but offer promise as a research and clinical tool.
Journal Article
Multicenter analysis of posterior urethroplasty complexity and outcomes following pelvic fracture urethral injury
2020
PurposeTo analyze outcomes of posterior urethroplasty following pelvic fracture urethral injuries (PFUI) and to determine risk factors for surgical complexity and success.MethodsPatients who underwent posterior urethroplasty following PFUI were identified in the Trauma and Urologic Reconstructive Network of Surgeons (TURNS) database. Demographics, injury patterns, management strategies, and prior interventions were evaluated. Risk factors for surgical failure and the impact of ancillary urethral lengthening maneuvers (corporal splitting, pubectomy and supracrural rerouting) were evaluated.ResultsOf the 436 posterior urethroplasties identified, 122 were following PFUI. 83 (68%) patients were acutely managed with suprapubic tubes, while 39 (32%) underwent early endoscopic realignment. 16 (13%) patients underwent pelvic artery embolization in the acute setting. 116 cases (95%) were completed via a perineal approach, while 6 (5%) were performed via an abdominoperineal approach. The need for one or more ancillary maneuvers to gain urethral length occurred in 4 (36%) patients. Of these, 44 (36%) received corporal splitting, 16 (13%) partial or complete pubectomy, and 2 (2%) supracrural rerouting. Younger patients, those with longer distraction defects, and those with a history of angioembolization were more likely to require ancillary maneuvers. 111 patients (91%) did not require repeat intervention during follow-up. Angioembolization (p = 0.03) and longer distraction defects (p = 0.01) were associated with failure.ConclusionsPosterior urethroplasty provides excellent success rates for patients following PFUI. Pelvic angioembolization and increased defect length are associated with increased surgical complexity and risk of failure. Surgeons should be prepared to implement ancillary maneuvers when indicated to achieve a tension-free anastomosis.
Journal Article
Online physician reviews: is there a place for them?
by
Breyer, Benjamin N
,
Murphy, Gregory P
,
Radadia, Kushan D
in
Online Reviews
,
Physician Ratings
,
Physician-patient relations
2019
Web-based physician ratings are increasingly popular but imperfect proxies for clinical competence. Yet they provide valuable information to patients and providers when taken in proper context. Providers need to embrace the reviews and use them to enact positive change in order to improve the quality of our patients' experience. Patients need to realize the limitations of online ratings, particularly with smaller sample size and be discerning about the reasons behind the review.
Journal Article
Endoscopic treatments prior to urethroplasty: trends in management of urethral stricture disease
2020
Background
To determine if the number of endoscopic treatments of urethral stricture disease (USD) prior to urethroplasty has changed in the context of new AUA guidelines on management of USD. In addition to an increase in practicing reconstructive urologists and published reconstructive literature, the AUA guidelines regarding the management of male USD were presented in May 2016, advocating consideration of urethroplasty in patients with 1 prior failed endoscopic treatment.
Methods
A retrospective review of a prospectively maintained, multi-institutional urethral stricture database of high volume, geographically diverse institutions was performed from 2006 to 2017. We performed a review of relevant literature and evaluated pre-urethroplasty endoscopic treatment patterns prior to and after the AUA male stricture guideline.
Results
2964 urethroplasties were reviewed in 10 institutions. There was both a decrease in the number of endoscopic treatments prior to urethroplasty in the pre-May 2016 compared to post-May 2016 cohorts both for overall urethroplasties (2.3 vs 1.6,
P
= 0.0012) and a gradual decrease in the number of pre-urethroplasty endoscopic treatments over the entire study period.
Conclusion
There was a decrease in the number of endoscopic treatments of USD prior to urethroplasty in the observed period of interest. Declining endoscopic USD management is not likely to be a reflection of a solely unique influence of the guidelines as endoscopic treatment decreased over the entire study period. Further research is needed to determine if there will be a continued trend in the declining use of endoscopic treatment and elucidate the barriers to earlier urethroplasty in patients with USD.
Journal Article
Impact of the COVID-19 pandemic on emergency department visits for genitourinary trauma
2022
Introduction
The mean number of emergency department visits for all-cause traumas has declined significantly during the COVID-19 pandemic. We aim to identify how a global pandemic and social distancing could affect the trends and pattern of genitourinary traumas.
Methods
We queried the National Electronic Injury Surveillance System to obtain consumer product-related genitourinary injuries leading to emergency department visits. Using three key events in 2020, we divided the study period to three intervals: January 20, when the first COVID-19 case was confirmed in the United States; March 13, when a national state of emergency was declared; April 20, when Texas became the first state to start a phased reopening of economy. We compared the injury characteristics in 2020 to their identical intervals in 2019.
Results
Daily emergency department visits dropped significantly during the national lockdown (mean 131.5 vs. 78; Δ-40.7%;
p
< 0.01). The genitourinary injuries decreased significantly in children ≤ 17 years (
p
< 0.01), males (
p
< 0.001), and White population (
p
< 0.01). However, it did not change significantly in adults 18–64 years (
p
= 0.92), old adults ≥ 65 years (
p
= 0.37), females (
p
= 0.60), Black population (
p
= 0.90), other/unknown races (
p
= 0.93), and for injuries sustained at home (
p
= 0.75) and public (
p
= 0.11) locations. During the lockdown period, injuries associated with toilets/toilet seats (− 320, − 74.6%), day wear (− 266, − 77.7%), beds/bedframes (− 209, − 64.2%) decreased while injuries associated with knickknacks/statues/vases (+ 154, n/a), sofas/couches/divans (+ 130, 2,684%), and razors/shavers (+ 99, n/a) increased.
Conclusions
The COVID-19 lockdown had a significant impact on genitourinary traumas. The contributing factors could be investigated further to prevent such injuries during deconfinement periods.
Journal Article