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Cannabis Use, Use Disorder, and Workplace Absenteeism in the U.S., 2021-2022

Yang, Kevin H; Mueller, Letitia; El-Shahawy, Omar; Palamar, Joseph J
INTRODUCTION/BACKGROUND:Cannabis use and cannabis use disorder (CUD) are associated with adverse psychosocial outcomes, but their impact on workplace absenteeism remains poorly understood. Moreover, few studies have examined the role of CUD severity. This study aims to address these gaps by examining the associations between cannabis use recency, frequency, CUD severity, and workplace absenteeism. METHODS:Cross-sectional data from a U.S. representative sample of full-time employed adults aged ≥18 from the 2021 to 2022 National Survey on Drug Use and Health (N=46,499) were analyzed. The associations between cannabis use recency, past-month cannabis use frequency, CUD severity, and workplace absenteeism (measured by self-reported number of missed days due to illness/injury and skipped work in the last 30 days) were evaluated using negative binomial regression, adjusting for sociodemographic characteristics and other substance use. Data were analyzed in 2023-2024. RESULTS:An estimated 15.9% of full-time employed adults used cannabis in the past month, with 6.5% meeting CUD criteria. Past-month cannabis use (compared to no lifetime use), more frequent past-month cannabis use (compared to no use in the past month), and each level of CUD (compared to no CUD) were associated with increased incidence of both missing work due to illness/injury and skipping work, with a dose-response relationship observed between CUD severity and skipping work (mild: adjusted incident rate ratio [aIRR]=1.60 [95% confidence interval [CI]=1.24, 2.08]; moderate: aIRR=1.98 [95% CI=1.50, 2.61]); severe (aIRR=2.87 [95% CI=2.12, 3.88]). CONCLUSIONS:Individuals with recent and frequent cannabis use and CUD are disproportionately prone to workplace absenteeism. Results support the enforcement of workplace drug prevention and treatment policies.
PMID: 39186019
ISSN: 1873-2607
CID: 5729532

Readability Assessment of Patient Education Materials on Uro-oncological Diseases Using Automated Measures

Rodler, Severin; Maruccia, Serena; Abreu, Andre; Murphy, Declan; Canes, David; Loeb, Stacy; Malik, Rena D; Bagrodia, Aditya; Cacciamani, Giovanni E
BACKGROUND AND OBJECTIVE/OBJECTIVE:Readability of patient education materials is of utmost importance to ensure understandability and dissemination of health care information in uro-oncology. We aimed to investigate the readability of the official patient education materials of the European Association of Urology (EAU) and American Urology Association (AUA). METHODS:Patient education materials for prostate, bladder, kidney, testicular, penile, and urethral cancers were retrieved from the respective organizations. Readability was assessed via the WebFX online tool for Flesch Kincaid Reading Ease Score (FRES) and for reading grade levels by Flesch Kincaid Grade Level (FKGL), Gunning Fog Score (GFS), Smog Index (SI), Coleman Liau Index (CLI), and Automated Readability Index (ARI). Layperson readability was defined as a FRES of ≥70 and with the other readability indexes <7 according to European Union recommendations. This study assessed only objective readability and no other metrics such as understandability. KEY FINDINGS AND LIMITATIONS/UNASSIGNED:Most patient education materials failed to meet the recommended threshold for laypersons. The mean readability for EAU patient education material was as follows: FRES 50.9 (standard error [SE]: 3.0), and FKGL, GFS, SI, CLI, and ARI all with scores ≥7. The mean readability for AUA patient material was as follows: FRES 64.0 (SE: 1.4), with all of FKGL, GFS, SI, and ARI scoring ≥7 readability. Only 13 out of 70 (18.6%) patient education materials' paragraphs met the readability requirements. The mean readability for bladder cancer patient education materials was the lowest, with a FRES of 36.7 (SE: 4.1). CONCLUSIONS AND CLINICAL IMPLICATIONS/CONCLUSIONS:Patient education materials from leading urological associations reveal readability levels beyond the recommended thresholds for laypersons and may not be understood easily by patients. There is a future need for more patient-friendly reading materials. PATIENT SUMMARY/RESULTS:This study checked whether health information about different cancers was easy to read. Most of it was too hard for patients to understand.
PMID: 39048402
ISSN: 2405-4569
CID: 5738652

Evaluating Large Language Models in extracting cognitive exam dates and scores

Zhang, Hao; Jethani, Neil; Jones, Simon; Genes, Nicholas; Major, Vincent J; Jaffe, Ian S; Cardillo, Anthony B; Heilenbach, Noah; Ali, Nadia Fazal; Bonanni, Luke J; Clayburn, Andrew J; Khera, Zain; Sadler, Erica C; Prasad, Jaideep; Schlacter, Jamie; Liu, Kevin; Silva, Benjamin; Montgomery, Sophie; Kim, Eric J; Lester, Jacob; Hill, Theodore M; Avoricani, Alba; Chervonski, Ethan; Davydov, James; Small, William; Chakravartty, Eesha; Grover, Himanshu; Dodson, John A; Brody, Abraham A; Aphinyanaphongs, Yindalon; Masurkar, Arjun; Razavian, Narges
Ensuring reliability of Large Language Models (LLMs) in clinical tasks is crucial. Our study assesses two state-of-the-art LLMs (ChatGPT and LlaMA-2) for extracting clinical information, focusing on cognitive tests like MMSE and CDR. Our data consisted of 135,307 clinical notes (Jan 12th, 2010 to May 24th, 2023) mentioning MMSE, CDR, or MoCA. After applying inclusion criteria 34,465 notes remained, of which 765 underwent ChatGPT (GPT-4) and LlaMA-2, and 22 experts reviewed the responses. ChatGPT successfully extracted MMSE and CDR instances with dates from 742 notes. We used 20 notes for fine-tuning and training the reviewers. The remaining 722 were assigned to reviewers, with 309 each assigned to two reviewers simultaneously. Inter-rater-agreement (Fleiss' Kappa), precision, recall, true/false negative rates, and accuracy were calculated. Our study follows TRIPOD reporting guidelines for model validation. For MMSE information extraction, ChatGPT (vs. LlaMA-2) achieved accuracy of 83% (vs. 66.4%), sensitivity of 89.7% (vs. 69.9%), true-negative rates of 96% (vs 60.0%), and precision of 82.7% (vs 62.2%). For CDR the results were lower overall, with accuracy of 87.1% (vs. 74.5%), sensitivity of 84.3% (vs. 39.7%), true-negative rates of 99.8% (98.4%), and precision of 48.3% (vs. 16.1%). We qualitatively evaluated the MMSE errors of ChatGPT and LlaMA-2 on double-reviewed notes. LlaMA-2 errors included 27 cases of total hallucination, 19 cases of reporting other scores instead of MMSE, 25 missed scores, and 23 cases of reporting only the wrong date. In comparison, ChatGPT's errors included only 3 cases of total hallucination, 17 cases of wrong test reported instead of MMSE, and 19 cases of reporting a wrong date. In this diagnostic/prognostic study of ChatGPT and LlaMA-2 for extracting cognitive exam dates and scores from clinical notes, ChatGPT exhibited high accuracy, with better performance compared to LlaMA-2. The use of LLMs could benefit dementia research and clinical care, by identifying eligible patients for treatments initialization or clinical trial enrollments. Rigorous evaluation of LLMs is crucial to understanding their capabilities and limitations.
PMCID:11634005
PMID: 39661652
ISSN: 2767-3170
CID: 5762692

Artificial intelligence, ethics, and hospital medicine: Addressing challenges to ethical norms and patient-centered care

Prochaska, Micah; Alfandre, David
PMID: 38650109
ISSN: 1553-5606
CID: 5738482

Clinical Policy: Use of Thrombolytics for the Management of Acute Ischemic Stroke in the Emergency Department

,; Lo, Bruce M; Carpenter, Christopher R; Milne, Ken; Panagos, Peter; Haukoos, Jason S; Diercks, Deborah B; ,; Diercks, Deborah B; Anderson, John D; Byyny, Richard; Carpenter, Christopher R; Friedman, Benjamin W; Gemme, Seth R; Gerardo, Charles J; Godwin, Steven A; Hatten, Benjamin W; Haukoos, Jason S; Kaji, Amy; Kwok, Heemun; Lo, Bruce M; Mace, Sharon E; Mattu, Amal; Promes, Susan B; Shah, Kaushal H; Shih, Richard D; Silvers, Scott M; Slivinski, Andrea; Smith, Michael D; Thiessen, Molly E W; Thompson, John T; Tomaszewski, Christian A; Trent, Stacy A; Valente, Jonathan H; Westafer, Lauren M; Wall, Stephen P; Yu, Yanling; Lin, Michelle P; Finnell, John T; Schulz, Travis; Vandertulip, Kaeli
PMID: 39578010
ISSN: 1097-6760
CID: 5953192

Adolescent Blood Pressure and Early Age Stroke

Fishman, Boris; Vinograd, Adi; Tsur, Avishai M; Bardugo, Aya; Bendor, Cole D; Libruder, Carmit; Zucker, Inbar; Lutski, Miri; Ram, Amit; Hershkovitz, Yael; Orr, Omri; Furer, Ariel; Perelman, Maxim; Chodick, Gabriel; Yaniv, Gal; Tanne, David; Derazne, Estela; Tzur, Dorit; Afek, Arnon; Coresh, Josef; Grossman, Ehud; Twig, Gilad
BACKGROUND:Underdiagnosis of relevant risk factors has contributed to the increasing stroke incidence in young adults. Blood pressure cut-off values for adolescents are neither sex specific nor based on cardiovascular outcomes. METHODS:This nationwide, population-based, retrospective cohort study included all Israeli adolescents 16-19 years of age who were medically evaluated before compulsory military service from 1985 to 2013, including routine blood pressure measurements. The primary outcome was the first occurrence of a stroke (ischemic or hemorrhagic) at a young age (≤52 years), as documented in the Israeli National Stroke Registry. Cox proportional hazard models were stratified by sex and adjusted for birth year, sociodemographic variables, and adolescent body mass index. RESULTS:The cohort comprised 1,897,048 adolescents (42.4% women). During 11,355,476 person-years of follow-up, there were 1470 first stroke events at a young age. In men, an adolescent diastolic blood pressure value of ≥80 mmHg, compared with the reference group (diastolic blood pressure value of <70 mmHg), was associated with an increased risk of stroke (adjusted hazard ratio 1.28; 95% confidence interval [CI], 1.04 to 1.58), while a diastolic blood pressure value of 70-79 mmHg was not associated with an increased risk of stroke (adjusted hazard ratio 1.11; 95% CI 0.90 to 1.34). Among women, an adolescent diastolic blood pressure value of ≥80 mmHg, compared with the reference group (diastolic blood pressure value of <70 mmHg) was associated with an increased risk of stroke at a young age (adjusted hazard ratio 1.38; 95% CI 1.03 to 1.88), as was a diastolic blood pressure value of 70-79 mmHg (adjusted hazard ratio 1.41; 95% CI 1.09 to 1.81). Elevated adolescent systolic blood pressure values (≥120 mmHg) were not associated with an increased risk of stroke. CONCLUSIONS:Diastolic blood pressure values of ≥80 mmHg in adolescence were associated with an increased risk of stroke at a young age in both men and women. No similar association was observed for elevated systolic blood pressure.
PMID: 39550723
ISSN: 2766-5526
CID: 5757902

Prenatal Stress and Maternal Role in Neurodevelopment

Thomason, Moriah E; Hendrix, Cassandra L
This review summarizes recent findings on stress-related programming of brain development in utero, with an emphasis on situating findings within the mothers' broader psychosocial experiences. Meta-analyses of observational studies on prenatal stress exposure indicate the direction and size of effects on child neurodevelopment are heterogeneous across studies. Inspired by lifespan and topological frameworks of adversity, we conceptualize individual variation in mothers' lived experience during and prior to pregnancy as a key determinant of these heterogeneous effects across populations. We structure our review to discuss experiential categories that may uniquely shape the psychological and biological influence of stress on pregnant mothers and their developing children, including current socioeconomic resources, exposure to chronic and traumatic stressors, culture and historical trauma, and the contours of prenatal stress itself. We conclude by identifying next steps that hold potential to meaningfully advance the field of fetal programming.
PMCID:11694802
PMID: 39759868
ISSN: 2640-7922
CID: 5770732

Maternal Literacy Skills and Children's Kindergarten Outcomes in Rural Communities with Low Incomes: The Moderating Role of Hours in Child Care

Miller, Elizabeth B; Roby, Erin; Bratsch-Hines, Mary; Blair, Clancy B
Based on theoretical premises of ecological systems theory and the compensatory hypothesis, a subset of data from the Family Life Project (N = 773), a population-based study of rural families with low incomes, were used to test for associations between maternal literacy in infancy and children's academic outcomes and teacher-reported problem behaviors in kindergarten. A second aim tested whether increased time in child care averaged from 6-36 months moderated such relations. Results indicated that maternal literacy was significantly positively related to academic outcomes (ES = .17-.23) and significantly negatively related to children's problem behaviors (ES = -.15) in kindergarten. Child care hours were not significantly related to any outcome. Significant interactions were found between maternal literacy and hours in child care on both children's academic skills and problem behaviors. Specifically, for mothers with lower literacy levels, significant dose-response relationships were detected between increased time in child care and children's higher academic scores and reduced problem behaviors (ES = .07-.09). Implications for maternal literacy and child care access among rural families are discussed.
PMCID:11664632
PMID: 39720787
ISSN: 1062-1024
CID: 5767492

Engaging in Clinical Research and Practice Approaches that Reduce Environmental Impact

Loeb, Stacy
Telemedicine, virtual conferences, and reducing waste in the operating room are ways in which urologists can reduce their environmental impact in daily practice. Patient counseling should also consider advice that simultaneously promotes overall, urological, and planetary health, such as plant-based diets and active transport.
PMID: 38688768
ISSN: 2588-9311
CID: 5734172

Pregnancy restructures the brain to prepare for childbirth and parenthood

McCormack, Clare; Thomason, Moriah
PMID: 39639143
ISSN: 1476-4687
CID: 5770712