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From Bytes to Bedside: Exploring the Impact of AI on Medicine and Education

Winkel, Abigail Ford; Myrick, Olivia; Smith, Maria; Triola, Marc
The rapid evolution of generative artificial intelligence (AI) is poised to transform medicine and medical education. Large language models (LLMs) have begun to demonstrate capabilities in reasoning, diagnosis, documentation, and patient communication that can rival or exceed those of clinicians. In medical education, AI is reshaping how students learn and how faculty teach-offering individualized, context-sensitive guidance at scale. This article outlines the current state of AI integration in health care, examines how systems can responsibly implement it to enhance patient care and education, and raises critical questions about ethics and safety as we harness its transformative potential.
PMID: 41384940
ISSN: 1532-5520
CID: 5978052

Medical Mistrust and the Patient Experience: A National Survey on What Shapes Engagement in OB/GYN Care

Bellon, Margot; Kakkad, Nikita; Schneider, Jake; Friedman, Steven; Jalili, Dona; Quinn, Gwendolyn P
OBJECTIVES/OBJECTIVE:To examine how media, geography, race, and social factors shaped patient experiences to inform strategies for improving trust and care. DESIGN/METHODS:We conducted a cross-sectional online survey of experiences and perceptions of OB/GYN care and medical mistrust using a stratified, randomised sampling approach. SETTING/METHODS:The survey was distributed through Prolific. POPULATION/METHODS:Inclusion criteria included assigned female at birth, age between 18 and 40 years, and residing in the United States. MAIN OUTCOME MEASURES/METHODS:Gender preference of OB/GYN clinician, demographic association with negative OB/GYN experiences, and degree of medical mistrust. RESULTS:Of 579 respondents, 93% identified as women, 33.9% as LGBTQIA+, and 45.2% had a history of pregnancy. Anxiety was the most common (46.4%) emotion experienced when receiving OB/GYN care, and 25.8% reported negative experiences, primarily from minimization of concerns (68.5%). A majority (65.3%) preferred receiving care from a female OB/GYN. Identifying as Republican was associated with higher odds of having had a negative experience with an OB/GYN, whereas Asian race and lower education were linked to lower odds. Black, Asian, and multiracial participants were more likely to have a racial preference for clinicians. Medical mistrust was higher among Black respondents and those with lower education. Feeling heard by a clinician was the strongest predictor of care satisfaction. CONCLUSION/CONCLUSIONS:Anxiety and negative experiences were prevalent among participants. Feeling heard was the strongest predictor of patient satisfaction, highlighting the importance of patient-centred OB/GYN care to reduce mistrust and improve patient experiences, particularly for marginalised groups.
PMID: 41667132
ISSN: 1471-0528
CID: 6002042

Using electronic health record data to identify incident uterine fibroids and endometriosis within a large, urban academic medical center: a validation study

Charifson, Mia; Beaton-Mata, Geidily; Lipschultz, Robyn; Robinson, India; Sasse, Simone A; Hur, Hye-Chun; Lee, Shilpi-Mehta S; Hade, Erinn M; Kahn, Linda G
Electronic health records (EHRs) present opportunities to study uterine fibroids uterine fibroids and endometriosis within diverse populations. When using EHR data, it is important to validate outcome classification via diagnosis codes. We performed a validation study of three approaches (1: ICD-10 code alone, 2: ICD-10 code + diagnostic procedure, and 3: ICD-10 code + all diagnostic information) to identify incident uterine fibroids and endometriosis patients among n=750 NYU Langone Health 2016-2023. Chart review was used to determine the true diagnosis status. When using a binary classification system (incident vs. non-incident patient), Approaches 2 and 3 had higher positive predictive values (PPVs) for uterine fibroids (0.86 and 0.87 vs. 0.78) and for endometriosis (0.70 and 0.73 vs. 0.66), but Approach 1 outperformed the other two in negative predictive values (NPVs) for both outcomes. When using a three-level classification system (incident vs. prevalent vs. disease free patients), PPV for prevalent patients was low for all approaches, while PPV/NPV of disease-free patients was generally above 0.8. Using ICD-10 codes alone yielded higher NPVs but resulted in lower PPVs compared with the other approaches. Continued validation of uterine fibroids/endometriosis EHR studies is warranted to increase research into these understudied gynecologic conditions.
PMID: 40102190
ISSN: 1476-6256
CID: 5813312

Homologous recombination deficiency in endometrial cancer: shedding light on recent clinical findings

Willman, Griffin; Podder, Vivek; Westin, Shannon Neville; Corr, Bradley R; Coleman, Robert L; Pothuri, Bhavana; Moore, Kathleen N; Slomovitz, Brian M
Endometrial cancer is the most common gynecologic malignancy in the United States, with rising incidence and high recurrence rates. Immune checkpoint inhibitors (ICIs) benefit patients with mismatch repair-deficient (dMMR) tumors, but options remain limited for those with mismatch repair-proficient (pMMR) disease. Homologous recombination deficiency (HRD), a genomic instability phenotype, has emerged as a therapeutic target. Poly(adenosine diphosphate-ribose) polymerase inhibitors (PARPis) are being investigated in endometrial cancer, with studies exploring whether HRD predicts response, particularly in combination with ICIs or chemotherapy. This review examines HRD in endometrial cancer, focusing on its molecular basis, clinical implications, and emerging therapeutic strategies. HRD occurs in a sub-set of endometrial cancers, particularly non-endometrioid sub-types, and is linked to genomic instability and platinum sensitivity. The Cancer Genome Atlas (TCGA) molecular classification has improved understanding of HRD prevalence across sub-types. HRD testing remains challenging due to a lack of standardization, with current methods including genomic-scar assays, next-generation sequencing, and functional assays. Clinical trials, such as DUO-E and RUBY-2, suggest that PARPi combined with ICIs or chemotherapy may improve outcomes in pMMR tumors, whereas PARPi monotherapy offers limited benefits. Resistance to PARPi is common, driven by the restoration of homologous recombination repair, replication fork stabilization, and drug efflux. HRD is a promising biomarker and therapeutic target in endometrial cancer. Evidence supports the integration of PARPi for select populations, although further research is needed to refine testing, optimize patient selection, and overcome resistance. Future trials should prioritize predictive biomarkers and novel combinations to maximize the benefits of PARPi in HRD endometrial cancer.
PMID: 41483491
ISSN: 1525-1438
CID: 5999332

The role of artificial intelligence in cardio-obstetrics - current applications and future directions

Wander, Gurleen; Hopkins, Thomas M; Scatola, Andrew; Ruby, Guthrie; Johnson, Mark R; Mehta-Lee, Shilpi; Glicksberg, Benjamin S; Krittanawong, Chayakrit
Cardio-obstetrics is a growing subspecialty focused on the prevention, diagnosis, and management of high-risk pregnancies in women with cardiac disease, a condition affecting 1-4 % of pregnancies and a leading cause of indirect maternal mortality in developed countries. The prevalence of maternal cardiac disease is rising as a result of increasing maternal age, obesity, comorbidities, and improved survival of individuals with congenital heart disease. Artificial intelligence (AI) is increasingly used in cardiology to enhance early diagnosis, risk stratification, and treatment planning, offering promising tools to support the diagnostic and therapeutic complexities of maternal cardiac disease. This review explores current applications of AI in cardio-obstetrics and highlights potential opportunities and barriers to its future integration in clinical care.
PMID: 40915431
ISSN: 1873-2615
CID: 6001432

Travel less, learn more, never attend alone! Adapting Minimally Invasive Surgery meetings to minimize the environmental impact while maintaining personal interactions

Canis, Michel; Singh, Sukhbir S; Huang, Kathy; Wright, Kelly; Boughizane, Sassi; Nzau, Emmanuel; Aquino-Aquino, Prudence V; Chauvet, Pauline; Filho, Agnaldo Lopes da Silva; Palaskar, Pandit; Lam, Alan
OBJECTIVE:To propose a model of international meetings of minimally invasive gynecologic surgery to decrease the carbon footprint while preserving personal interactions and the financial stability of meetings and of medical societies. WHAT WE KNOW/UNASSIGNED:International medical society meetings create a substantial carbon footprint, with 95% generated by air travel. Meetings may be organized virtually or in-person with distinct benefits and drawbacks of each format. In-person meetings encourage personal interactions, sensitive discussions, and social exchanges which are important for learning and mental well-being. WHAT WE PROPOSE/UNASSIGNED:A collaborative effort of international societies to organize annual scientific meetings at one main venue per continent and regional hubs where participants, can come together in person. Presentations and session moderations will be possible from main venues and distant hubs. Carbon footprint from air travel would decrease, while the scientific contents would be improved by the collaboration between the societies. We theorize that local hubs, easier and less expensive to reach, will increase the number of participants who face economic, geopolitical, ecological and familial barriers to travel. Regional and time differences would allow each society to preserve the specific characteristics and sessions of its conference. The preservation of one main venue on each continent, will enable a gradual transition, allowing medical societies and corporate sponsors to take advantage of the enlarged audience, while measuring the desired outcomes and being able to adjust their management. Hubs participants will be actively involved reducing the burden of travel, transitioning to a preference of joining the main venue only every second or third year. CONCLUSION/CONCLUSIONS:An economically sustainable approach towards low carbon footprint, scientifically improved and more accessible meetings needs to be considered.
PMID: 40784517
ISSN: 1553-4669
CID: 5906792

Optimizing patient experiences and outcomes: proposal to develop an Endometriosis Care Quality Collaborative in the United States

Lee, Ted; Abrao, Mauricio; Christianson, Mindy; Cohn, Shannon; Dionisi, Humberto; Flyckt, Rebecca; Khazali, Shaheen; King, Cara R; King, Louise; Lee, Ted; Lemos, Nucelio; Moawad, Nash; Orlando, Megan; Singh, Sukhibr S; Vilasagar, Smitha
PMID: 41067567
ISSN: 1553-4669
CID: 5952222

Differences in Congenital Anomalies in Unassisted Conception versus In-Vitro Fertilization in Dichorionic-Diamniotic Twin Pregnancies

Foster, Hannah S; McCabe, Meaghan G; Koelper, Nathaniel; Bromley, Bryann; Chasen, Stephen; Russo, Melissa L; Roman, Ashley S; Limaye, Meghana A; Ranzini, Angela C; Clifford, Caitlin; Biggio, Joseph R; Subramaniam, Akela; Patil, Avinash S; Weed, Samantha; Page, Jessica M; Nicholas, Sara; Idler, Jay; Rao, Rashmi; Crowder, Amber; Shree, Raj; McLennan, Graham; Dugoff, Lorraine
OBJECTIVE:The aim of this study was to evaluate the incidence of congenital anomalies in dichorionic-diamniotic twins conceived with in-vitro fertilization (IVF) versus unassisted conception pregnancies in a large geographically diverse population. DESIGN/METHODS:This is a secondary analysis of data from a retrospective cohort study of twin pregnancies seen at 17 centers between 12/2011-2/2020. SUBJECTS/METHODS:This study included dichorionic-diamniotic twins conceived unassisted, or by in-vitro fertilization. EXPOSURE/METHODS:The exposure group is dichorionic-diamniotic twins conceived with IVF. MAIN OUTCOME MEASURE/METHODS:The primary outcome was presence of a congenital anomaly. Neonates with an abnormal newborn exam were evaluated for having a major or minor congenital anomaly and the major anomalies were further classified by organ system (cardiac, renal/genitourinary, gastrointestinal, and musculoskeletal). RESULTS:Of the 968 dichorionic-diamniotic twin pregnancies included, 521 (53.8%) were conceived with IVF and 447 (46.2%) were conceived unassisted. Congenital anomalies were found in 70 pregnancies (7.23%). Of those, 37 were found in pregnancies conceived by IVF (52.9%) versus 33 unassisted conception pregnancies (47.1) (p=0.87). There were no significant differences between IVF and unassisted conception pregnancies for major anomalies (p=0.65) or minor anomalies (p=0.94). CONCLUSION/CONCLUSIONS:In this large cohort of twin pregnancies, there is no significant difference in the incidence of anomalies for dichorionic-diamniotic twin pregnancies conceived by IVF versus unassisted conception pregnancies.
PMID: 41621791
ISSN: 1556-5653
CID: 5999402

Outcomes of Hyperbaric Oxygen Therapy at 2.0 Versus 2.5 ATA for Hemorrhagic Radiation Cystitis

Soriano, Vanessa H; Laspro, Matteo; Lee, Wen-Yu; Parker, Shawn; Taneja, Samir S; Brucker, Benjamin; Gorenstein, Scott; Chiu, Ernest S
PURPOSE/OBJECTIVE:Hemorrhagic radiation cystitis (HRC), a complication of pelvic radiation therapy, results from hypoxic and ischemic injury and causes urinary symptoms like hematuria, dysuria, frequency, urgency, and retention. Hyperbaric Oxygen Therapy (HBOT), where patients breathe 100% oxygen at increased atmospheric pressure, enhances tissue oxygenation, promoting neovascularization and reducing inflammation. The optimal pressure remains unclear, though pressures above 1.41 ATA are efficacious, with higher pressures increasing side effect risks. This study compares the efficacy and side effects of 2.0 versus 2.5 ATA therapy at two sites. MATERIALS AND METHODS/METHODS:A retrospective chart review of 93 patients treated for HRC at two sites was conducted. Data on demographics, efficacy (symptom reduction), and side effects were analyzed using GraphPad Prism. Chi-squared and Mann-Whitney tests were used for statistical analysis. Mixed effects logistic regression models were used. RESULTS AND CONCLUSIONS/CONCLUSIONS:Fewer patients treated at 2.5 ATA experienced gross hematuria within 1-year post-therapy compared to those treated at 2.0 ATA (p < 0.05). However, time to hematuria recurrence showed no difference between the groups (10.2 vs. 9.6 months). No difference was observed in other urinary symptoms. Adverse events were increased at 2.5 ATA when analyzed with a mixed effects logistic regression model. Other treatment parameters, including treatment number and duration, were similar across groups. These findings suggest an association between 2.5 ATA treatment and lower rates of hematuria recurrence, but further randomized studies are necessary to determine causality. Future studies should also assess quality of life and explore variations in treatment protocol for efficacy and safety. CLINICAL TRIAL REGISTRATION/BACKGROUND:As this is a retrospective study, no clinical trial registration is necessary.
PMID: 41603214
ISSN: 1520-6777
CID: 6003452

Factors associated with ovarian loss and surgical intervention for perinatal ovarian cysts

Whelchel, Julia M; Otero, Sofia Perez; Roman, Ashley S; Brubaker, Sara G; Oladipo, Antonia F; Fisher, Jason C; Tomita, Sandra S
BACKGROUND:Perinatal ovarian cysts may spontaneously resolve or cause ovarian torsion. Cyst size and appearance often guide surgical decision making. The natural history of these cysts and impact of perinatal interventions on ovarian outcomes remain unclear. We investigated the association of various clinical parameters with operative intervention and ovarian loss. METHODS:Infants with ovarian cysts meeting our definition of perinatal (diagnosed between 15 weeks gestational age and 1 year) from November 2006-January 2022 were identified. Cysts were characterized by size, morphology, laterality, and evolution. Outcome measures included resolution, ovarian loss, and operative intervention. Mann-Whitney U and Fisher exact tests were used. Optimal maximal size cutoffs were obtained using ROC curves. RESULTS:Sixty-two female patients with perinatal ovarian cysts were identified. Spontaneous resolution occurred in 35, prenatally and postnatally, with follow-up length averaging 186 days. Of 18 undergoing cystectomies, 9 revealed non-viable ovaries. Overall ovarian loss rate was 29%. Loss occurred more frequently with large, complex, and right-sided cysts (P < 0.05) but some complex cysts also resolved spontaneously. Operative intervention occurred more frequently with larger cysts (P=<0.001) and was associated with ovarian salvage when performed earlier (P = 0.008) on larger cysts (P = 0.02). Maximal cyst diameter > 4.05 cm predicted ovarian loss with 78% sensitivity, 64% specificity (AUC = 0.67,95%CI = 0.54-0.81, P = 0.04). Maximal cyst diameter > 4.55 cm predicted surgery with 83% sensitivity, 82% specificity (AUC = 0.86,95%CI = 0.77-0.96, P < 0.001). CONCLUSIONS:29% of perinatal ovarian cysts resulted in ovarian loss. 56% resolved spontaneously (prenatal and postnatal resolution) including some complex cysts. Cysts that were postnatally complex and maximally > 4 cm had higher rates of ovarian loss and operative intervention. Earlier postnatal operative intervention was associated with ovarian preservation. Standardized imaging (such as the IOTA terminology) and management protocols are needed to better understand behavior and improve treatment of these cysts.
PMID: 41666532
ISSN: 1872-7654
CID: 6001962