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"Samaan, Jamil"
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Racial disparities in complications and mortality after bariatric surgery: A systematic review
by
Samaan, Jamil S.
,
Samakar, Kamran
,
Stone, Gregory
in
Bariatric surgery
,
Bariatric Surgery - adverse effects
,
Black People
2022
Studies have shown racial discrepancies in the rates of postoperative adverse events following bariatric surgery (BS). We aim to systematically review the literature examining racial disparities in postoperative adverse events.
PubMed, Embase, and SCOPUS databases were searched for studies that reported race, postoperative adverse events and/or length of stay.
Thirty-five studies were included. Most compared Black and White patients using standardized databases. Racial/ethnic terminology varied. The majority found increased 30-day mortality and morbidity and length of stay in Black relative to White patients. Differences between White and Hipanic patients were mostly non-significant in these outcomes.
Black patients may experience higher rates of adverse events than White patients within 30 days following bariatric surgery. Given the limitations in the large multicenter databases, explanations for this disparity were limited. Future research would benefit from longer-term studies that include more races and ethnicities and consider socioeconomic factors.
•African American patients may experience a higher rate of adverse events than Caucasian patients.•This racial discrepancy may be due to socioeconomic and psychosocial factors although the evidence is limited.•There are limited studies considering socioeconomic and psychosocial factors when examining racial disparities in adverse events.•This difference is not observed when comparing Hispanic and Caucasian patients.•Future research would benefit from standardized racial/ethnic terminology.
Journal Article
Assessing the Accuracy of Responses by the Language Model ChatGPT to Questions Regarding Bariatric Surgery
by
Samaan, Jamil S
,
Hawley, Lauren
,
Ng, Wee Han
in
Accuracy
,
Artificial intelligence
,
Gastrointestinal surgery
2023
PurposeChatGPT is a large language model trained on a large dataset covering a broad range of topics, including the medical literature. We aim to examine its accuracy and reproducibility in answering patient questions regarding bariatric surgery.Materials and methodsQuestions were gathered from nationally regarded professional societies and health institutions as well as Facebook support groups. Board-certified bariatric surgeons graded the accuracy and reproducibility of responses. The grading scale included the following: (1) comprehensive, (2) correct but inadequate, (3) some correct and some incorrect, and (4) completely incorrect. Reproducibility was determined by asking the model each question twice and examining difference in grading category between the two responses.ResultsIn total, 151 questions related to bariatric surgery were included. The model provided “comprehensive” responses to 131/151 (86.8%) of questions. When examined by category, the model provided “comprehensive” responses to 93.8% of questions related to “efficacy, eligibility and procedure options”; 93.3% related to “preoperative preparation”; 85.3% related to “recovery, risks, and complications”; 88.2% related to “lifestyle changes”; and 66.7% related to “other”. The model provided reproducible answers to 137 (90.7%) of questions.ConclusionThe large language model ChatGPT often provided accurate and reproducible responses to common questions related to bariatric surgery. ChatGPT may serve as a helpful adjunct information resource for patients regarding bariatric surgery in addition to standard of care provided by licensed healthcare professionals. We encourage future studies to examine how to leverage this disruptive technology to improve patient outcomes and quality of life.
Journal Article
Large language models and bariatric surgery patient education: a comparative readability analysis of GPT-3.5, GPT-4, Bard, and online institutional resources
by
Samaan, Jamil S
,
Srinivasan, Nitin
,
Kanu, Mmerobasi U
in
Gastrointestinal surgery
,
Internet resources
,
Large language models
2024
BackgroundThe readability of online bariatric surgery patient education materials (PEMs) often surpasses the recommended 6th grade level. Large language models (LLMs), like ChatGPT and Bard, have the potential to revolutionize PEM delivery. We aimed to evaluate the readability of PEMs produced by U.S. medical institutions compared to LLMs, as well as the ability of LLMs to simplify their responses.MethodsResponses to frequently asked questions (FAQs) related to bariatric surgery were gathered from top-ranked health institutions. FAQ responses were also generated from GPT-3.5, GPT-4, and Bard. LLMs were then prompted to improve the readability of their initial responses. The readability of institutional responses, initial LLM responses, and simplified LLM responses were graded using validated readability formulas. Accuracy and comprehensiveness of initial and simplified LLM responses were also compared.ResultsResponses to 66 FAQs were included. All institutional and initial LLM responses had poor readability, with average reading levels ranging from 9th grade to college graduate. Simplified responses from LLMs had significantly improved readability, with reading levels ranging from 6th grade to college freshman. When comparing simplified LLM responses, GPT-4 responses demonstrated the highest readability, with reading levels ranging from 6th to 9th grade. Accuracy was similar between initial and simplified responses from all LLMs. Comprehensiveness was similar between initial and simplified responses from GPT-3.5 and GPT-4. However, 34.8% of Bard's simplified responses were graded as less comprehensive compared to initial.ConclusionOur study highlights the efficacy of LLMs in enhancing the readability of bariatric surgery PEMs. GPT-4 outperformed other models, generating simplified PEMs from 6th to 9th grade reading levels. Unlike GPT-3.5 and GPT-4, Bard’s simplified responses were graded as less comprehensive. We advocate for future studies examining the potential role of LLMs as dynamic and personalized sources of PEMs for diverse patient populations of all literacy levels.
Journal Article
Providers’ Knowledge and Perceptions of Bariatric Surgery: a Systematic Review
by
Samaan, Jamil S
,
Yu, Erin
,
Srinivasan, Nitin
in
Attitudes
,
Family physicians
,
Gastrointestinal surgery
2023
Bariatric surgery remains underutilized despite its proven efficacy in the management of obesity. Provider perceptions of bariatric surgery are important to consider when discussing utilization rates. PubMed, SCOPUS, and OVID databases were searched in April 2023, and 40 published studies discussing providers’ knowledge and perceptions of bariatric surgery were included. There were generally positive perceptions of the efficacy of bariatric surgery, although overestimations of surgical risks and postoperative complications were common. Providers’ previous training was associated with knowledge and perceptions of bariatric surgery and familiarity with perioperative management across studies. These perceptions were also associated with referral rates, suggesting that inadequate provider knowledge may contribute to bariatric surgery underutilization. We advocate for increased bariatric surgery-related education throughout all stages of medical training and across specialties.
Journal Article
Impact of smoking on weight loss outcomes after bariatric surgery: a literature review
by
Samaan, Jamil S
,
Samakar Kamran
,
Mohan Sukriti
in
Gastrointestinal surgery
,
Literature reviews
,
Smoking cessation
2021
BackgroundThe association between smoking and surgical complications after bariatric surgery has been well-established. However, given that this patient population is inherently weight-concerned, understanding the effects of tobacco use on postoperative weight loss is essential to guiding clinicians in counseling patients. We aimed to summarize the current literature examining the effects of preoperative and postoperative smoking, as well as changes in smoking status, on bariatric surgery weight loss outcomes.MethodsOvid MEDLINE, PubMed, and SCOPUS databases were queried to identify relevant published studies.ResultsOverall, 20 studies were included. Preoperative and postoperative smoking rates varied widely across studies, as did requirements for smoking cessation prior to bariatric surgery. Reported preoperative smoking prevalence ranged from 1 to 62%, and postoperative smoking prevalence ranged from 6 to 43%. The majority of studies which examined preoperative and/or postoperative smoking habits found no association between smoking habits and postoperative weight loss outcomes. A minority of studies found relatively small differences in postoperative weight loss between smokers and nonsmokers; these often became nonsignificant with longer follow-up. No studies found significant associations between changes in smoking status and weight loss outcomes.ConclusionWhile smoking has been associated with weight loss in the general population, most current evidence demonstrates that smoking habits are not associated with weight loss outcomes after bariatric surgery. However, due to the heterogeneity in study design and analysis, no definitive conclusions can be made, and more robust studies are needed to investigate any relationship between smoking and long-term weight loss outcomes. Given the established increased risk of surgical complications and mortality in smokers, smoking cessation should be encouraged.
Journal Article
History of abuse and bariatric surgery outcomes: a systematic review
2022
BackgroundAlthough there is evidence to support the relationship between abuse history and obesity, the association between abuse history and outcomes after bariatric surgery is not well-established. We aimed to summarize the current literature examining this relationship, as well as provide clinical recommendations to optimize postoperative outcomes.MethodsPubMed and SCOPUS databases were queried to identify relevant published studies.ResultsOverall, 20 studies were included. Rates of the various types of abuse reported in the bariatric surgery population varied widely across studies, as did the methodology used to assess it. The majority of studies found no significant associations between abuse history and postoperative weight loss outcomes. The literature examining the relationship between abuse history and postoperative psychiatric outcomes was less conclusive.ConclusionsMost current evidence demonstrates that abuse history is not associated with weight loss outcomes after bariatric surgery. Literature on postoperative psychiatric outcomes is mixed, and more robust studies are needed to further investigate the relationship between abuse history and postoperative psychiatric outcomes. Importantly, abuse history should not preclude patients from undergoing bariatric surgery. Of note, patients may benefit from careful monitoring for emotional distress and worsening of psychiatric comorbidities after surgery and psychiatric counseling and treatment when indicated.
Journal Article