Comparative Analysis Of Preoperative And Postoperative Findings In Patients With Endometrial Hyperplasia: A Clinical Study

In: International Journal of Clinical Case Reports and Reviews · 2025 · vol. 25(2) , pp. 01–05 · doi:10.31579/2690-4861/609 · W4409363698
article OA: hybrid CC0

Abstract

Aim and Objective: The objective of this study is to compare preoperative and postoperative findings in patients diagnosed with endometrial hyperplasia, focusing on clinical symptoms, histopathological features, co-morbidities, surgical outcomes, and recurrence rates. This analysis aims to identify significant differences between hyperplasia with and without atypia, contributing to improved management strategies and clinical decision-making in patients undergoing treatment for endometrial hyperplasia. Methodology: This observational study was conducted at Amrita Institute of Medical Sciences in Kochi, Kerala, over two years (July 2019 to July 2021) and approved by the institutional ethical committee. It included 68 women diagnosed with endometrial hyperplasia via endometrial biopsy who were planned for hysterectomy, and excluding those on tamoxifen or hormone replacement therapy. Data on age, menopausal status, time between biopsy and hysterectomy, and histopathological findings were collected and reviewed by a single pathologist, using WHO criteria for classification. Result: In this study of preoperative and postoperative findings in endometrial hyperplasia, the mean age of patients with hyperplasia with atypia was 49.20 years (n=41) compared to 50.95 years for those without atypia (n=27), with no significant difference in mean endometrial thickness (12.5 mm vs. 11.05 mm, p=0.547). Cystic spaces were more prevalent in the without atypia group (48.1% vs. 24.4%, p=0.063). Postoperatively, complications were low and comparable across groups, with infection rates of 7.3% in atypia and 7.4% in without atypia. The recurrence rates were similar at 12.2% for hyperplasia with atypia and 11.1% for without atypia (p=0.857), indicating that atypia did not adversely affect long-term outcomes. Follow-up symptoms showed a low prevalence of ongoing heavy menstrual bleeding (10.0% for atypia vs. 7.4% for without atypia) and other irregularities, suggesting effective symptom management through surgical intervention. Conclusion: In conclusion, the study indicates that preoperative and postoperative findings in endometrial hyperplasia, whether atypical or non-atypical, show no significant differences in clinical profiles or outcomes. Both groups exhibited similar mean ages, endometrial thickness, and low rates of postoperative complications. The recurrence rates were also comparable, with 12.2% in the atypical group and 11.1% in the non-atypical group, suggesting that the presence of atypia does not negatively affect long-term outcomes. Overall, these results highlight the effectiveness of surgical intervention for endometrial hyperplasia.
Full text 26,378 characters · extracted from oa-doi-fallback · 3 sections · click to expand

Keywords

abnormal uterine bleeding; endometrial hyperplasia; hormone replacement therapy Aim and Objective: The objective of this study is to compare preoperative and postoperative findings in patients diagnosed with endometrial hyperplasia, focusing on clinical symptoms, histopathological features, co-morbidities, surgical outcomes, and recurrence rates. This analysis aims to identify significant differences between hyperplasia with and without atypia, contributing to improved management strategies and clinical decision-making in patients undergoing treatment for endometrial hyperplasia. Methodology: This observational study was conducted at Amrita Institute of Medical Sciences in Kochi, Kerala, over two years (July 2019 to July 2021) and approved by the institutional ethical committee. It included 68 women diagnosed with endometrial hyperplasia via endometrial biopsy who were planned for hysterectomy, and excluding those on tamoxifen or hormone replacement therapy. Data on age, menopausal status, time between biopsy and hysterectomy, and histopathological findings were collected and reviewed by a single pathologist, using WHO criteria for classification.

Result

In this study of preoperative and postoperative findings in endometrial hyperplasia, the mean age of patients with hyperplasia with atypia was 49.20 years (n=41) compared to 50.95 years for those without atypia (n=27), with no significant difference in mean endometrial thickness (12.5 mm vs. 11.05 mm, p=0.547). Cystic spaces were more prevalent in the without atypia group (48.1% vs. 24.4%, p=0.063). Postoperatively, complications were low and comparable across groups, with infection rates of 7.3% in atypia and 7.4% in without atypia. The recurrence rates were similar at 12.2% for hyperplasia with atypia and 11.1% for without atypia (p=0.857), indicating that atypia did not adversely affect long-term outcomes. Follow-up symptoms showed a low prevalence of ongoing heavy menstrual bleeding (10.0% for atypia vs. 7.4% for without atypia) and other irregularities, suggesting effective symptom management through surgical intervention.

Conclusion

In conclusion, the study indicates that preoperative and postoperative findings in endometrial hyperplasia, whether atypical or non-atypical, show no significant differences in clinical profiles or outcomes. Both groups exhibited similar mean ages, endometrial thickness, and low rates of postoperative complications. The recurrence rates were also comparable, with 12.2% in the atypical group and 11.1% in the non-atypical group, suggesting that the presence of atypia does not negatively affect long-term outcomes. Overall, these results highlight the effectiveness of surgical intervention for endometrial hyperplasia. Endometrial hyperplasia is characterized by the thickening of the endometrium, marked by the proliferation of irregularly sized and shaped glands and an increased gland-to-stroma ratio. This condition is a direct precursor to invasive disease and can progress to malignancy if left untreated. It primarily arises due to an imbalance in hormonal regulation, where excess estrogen stimulates endometrial proliferation, while progesterone normally acts to limit this growth. Without proper hormonal balance, the endometrium undergoes a series of architectural and cytological changes, leading to conditions ranging from hyperplasia without atypia to more severe forms like endometrial intraepithelial neoplasia and ultimately, endometrial cancer [1, 2]. A significant incidence rate of 133 per 100,000 per year is observed, particularly post-menopause, highlighting the condition's relevance in gynaecological health [3]. While atypical hyperplasia is more frequently diagnosed in women aged 60 to 64, the true incidence of endometrial hyperplasia may be underreported due to individuals often seeking medical attention only after symptoms have subsided [4]. This condition shares common risk factors with endometrial cancer and is considered a direct precursor in many instances. The rising incidence of endometrial cancer is attributed to factors such as an aging population and increasing obesity rates, despite low public awareness [5, 6, 7]. Currently, there are no routine screening procedures for endometrial hyperplasia or its lesions, making diagnosis reliant on evaluations of abnormal uterine bleeding [8]. The American Cancer Society has concluded that evidence is insufficient to support routine screening in both premenopausal and postmenopausal women, even those at high risk [9]. The primary risk factors for endometrial hyperplasia include elevated estrogen levels and conditions leading to reduced progesterone effects. Non-modifiable factors, such as age, significantly influence the risk, with hyperplasia being most commonly diagnosed in women aged 50 to 54 [10]. Menstrual history also plays a crucial role, with postmenopausal women, those with early menarche or late menopause, and nulliparous women being at higher risk [11]. Obesity is particularly impactful as it correlates with an increased risk of endometrial hyperplasia and cancer; higher body mass index (BMI) is associated with elevated estradiol levels due to increased conversion of androgens to estrogens in adipose tissue ]12, 13]. Other factors, including type II diabetes, chronic low-grade inflammation, and conditions like polycystic ovarian syndrome (PCOS), also contribute to the risk through mechanisms promoting prolonged estrogen exposure and cellular proliferation (14, 15). Hereditary conditions such as Lynch syndrome and Cowden syndrome further illustrate the genetic underpinnings of endometrial hyperplasia and cancer. Lynch syndrome, associated with mutations in mismatch repair (MMR) genes, presents a lifetime risk of 25-60% for endometrial cancer [16]. Endometrial hyperplasia in Lynch syndrome patients exhibits molecular similarities with endometrial and ovarian carcinomas, reinforcing the notion of early convergence in tumorigenesis [17]. Similarly, Cowden syndrome, linked to germline mutations in the PTEN gene, is characterized by multiple hamartomas and an elevated risk for several cancers, including endometrial cancer [18, 19]. The loss of PTEN function leads to unchecked cellular growth, with early loss of PTEN activity in endometrial hyperplasia being associated with malignancy progression [20]. Understanding these conditions emphasizes the critical need for vigilant monitoring and potential prophylactic measures in at-risk populations [21, 22]. Study Design and Setting This observational study was conducted at Amrita Institute of Medical Sciences, Kochi, Kerala, India, a tertiary care referral center. The study was approved by the institutional ethical committee and spanned a period of two years, from July 2019 to July 2021. A total of 68 women who reported to the gynaecological outpatient department (OPD) and were diagnosed with endometrial hyperplasia during the evaluation for abnormal uterine bleeding were enrolled in the study. Inclusion and Exclusion Criteria The study included women who were diagnosed with endometrial hyperplasia based on endometrial biopsy and were subsequently planned for hysterectomy. All histopathological analyses on endometrial biopsy and hysterectomy were conducted at our institute. Exclusion criteria included women who were planned for hysterectomy based on an endometrial biopsy diagnosis from outside our institute and those who were on tamoxifen or hormone replacement therapy (HRT). Data collection process: Patients included in the study had reported to the Department of Obstetrics and Gynaecology during the study period and underwent endometrial sampling to evaluate abnormal uterine bleeding. The histopathological diagnosis of endometrial hyperplasia was reviewed and classified according to the World Health Organization (WHO) criteria, which distinguishes endometrial hyperplasia into two categories: with atypia and without atypia. Data collected for the study included patient age, menopausal status, time interval between endometrial biopsy and hysterectomy, type of endometrial hyperplasia identified in curettage specimens, and the pathological diagnosis in hysterectomy specimens. All preoperative and postoperative pathological specimens were reviewed by a single pathologist. The histopathological findings from the endometrial biopsy were compared and correlated with those from the hysterectomy specimens. The consistency rate was determined by dividing the number of patients with consistent diagnoses on both specimens by the total number of patients included in the study. Sample Size The sample size was calculated based on the consistency rate of 45 A total of 68 study participants included in this study. The mean age of patients with hyperplasia with atypia (49.20 years) and without atypia (50.95 years). The endometrial thickness is similar across both groups (12.5 mm vs. 11.05 mm), with no significant difference (p=0.547). The presence of cystic spaces is more common in patients without atypia (48.1%) compared to those with atypia (24.4%). Heavy menstrual bleeding is the most common presenting complaint, particularly in those with atypia (61.8%), indicating that more severe symptoms may correlate with atypical changes. (Table 1) | Parameter | Hyperplasia with Atypia (n=41) | Hyperplasia without Atypia (n=27) | P Value | |---|---|---|---| | Mean Age (years) | 49.20 ± 5.4 | 50.95 ± 6.8 | 0.265 | | Mean Endometrial Thickness (mm) | 12.5 ± 4.6 | 11.05 ± 5.06 | 0.547 | | Cystic Spaces Present (%) | 10 (24.4) | 13 (48.1) | 0.063 | | Presenting Complaints (%) | ||| | - Heavy Menstrual Bleeding | 21 (61.8) | 13 (38.2) | | | - Postmenopausal Bleeding | 8 (53.3) | 7 (46.7) | | | - Irregular Cycles | 6 (54.5) | 5 (45.5) | | | - Amenorrhea | 6 (75) | 2 (25) | Table 1: Preoperative Findings in Endometrial Hyperplasia The analysis of co-morbidities, ultrasound findings, and endometrial sampling techniques in relation to the consistency rate revealed no statistically significant associations. Among patients with co-morbidities, 29.7% were in the consistent group, while 41.9% were in the inconsistent group (p=0.294), indicating no significant relationship. Similarly, ultrasound findings such as adenomyosis, fibroids, and their combination did not show any significant differences between the consistent and inconsistent groups, with the combination being slightly more frequent in the consistent group (39.4% vs. 23.1%), but still not significant (p=0.632). Endometrial sampling techniques, including endometrial aspiration and Pipelle biopsy, also showed no significant difference in consistency rates (p=0.423), with 52.8% consistency for aspiration and 60% for Pipelle biopsy. These findings suggest that none of these variables significantly influenced the consistency rate. (Table 2) | Variable | Consistent (%) | Inconsistent (%) | P Value | |---|---|---|---| | Co-Morbidities | 0.294 | || | Yes | 11 (29.7%) | 13 (41.9%) | | | No | 26 (70.3%) | 18 (58.1%) | | | Ultrasound Findings | 0.632 | || | Adenomyosis | 9 (27.3%) | 9 (34.6%) | | | Fibroid | 9 (27.3%) | 9 (34.6%) | | | Fibroid + Adenomyosis | 13 (39.4%) | 6 (23.1%) | | | Ovarian Cyst | 2 (6.1%) | 2 (7.7%) | | | Endometrial Sampling Techniques | 0.423 | || | Endometrial Aspiration (n=53) | 28 (52.8%) | 25 (47.2%) | | | Pipelle Biopsy (n=15) | 9 (60%) | 6 (40%) | Table: 2: Co-Morbidities, Ultrasound Findings, and Endometrial Sampling Techniques with Consistency Rate The rates of postoperative complications are generally low in both groups, indicating that surgical intervention for endometrial hyperplasia is relatively safe. The incidence of infection is similar (7.3% vs. 7.4%), which suggests that the presence of atypia does not influence the likelihood of infection post-surgery. Haemorrhage rates are also comparable, with no significant difference between groups, indicating effective management in both cohorts.The overall low complication rates may reflect careful surgical techniques and patient management in both groups.(Table 3) | Parameter | Hyperplasia with Atypia (n=41) | Hyperplasia without Atypia (n=27) | P Value | |---|---|---|---| | Postoperative Complications (%) | ||| | - Infection | 3 (7.3) | 2 (7.4) | | | - Hemorrhage | 1 (2.4) | 1 (3.7) | | | - Other Complications | 2 (4.9) | - (3.7) | Table 3: Postoperative Findings in Endometrial Hyperplasia The recurrence rate for endometrial hyperplasia is similar between groups (12.2% vs. 11.1%), with a p-value of 0.857 indicating no significant difference, suggesting that the presence of atypia does not adversely affect long-term outcomes.Follow-up symptoms reveal that a small percentage of patients in both groups continue to experience heavy menstrual bleeding and other menstrual irregularities. The low rates of continued symptoms at follow-up indicate that surgical intervention may effectively alleviate the clinical manifestations of endometrial hyperplasia. (Figure1) Figure 1: Follow-Up Findings The primary objective of this study was to compare preoperative and postoperative histopathological findings in patients diagnosed with endometrial hyperplasia, focusing on clinical symptoms, co-morbidities, ultrasound findings, sampling techniques, surgical outcomes, and recurrence rates. The results of this analysis provide valuable insights into the diagnostic reliability of endometrial hyperplasia and its progression, with implications for clinical decision-making and patient management. Our study found that preoperative clinical symptoms, such as heavy menstrual bleeding and postmenopausal bleeding, were common in both hyperplasia with atypia and without atypia, with heavy menstrual bleeding being more frequent in patients with atypia (61.8%). These findings align with previous studies, such as the work by consistency rates ranging from 41.3% to 79.5%, depending on the presence of atypia. We observed higher consistency in patients with atypia (63.7%) than in those without atypia (40.7%), suggesting that atypical hyperplasia may be more reliably diagnosed through preoperative biopsy. The variability in consistency rates across studies highlights the challenges of achieving diagnostic uniformity, potentially due to differences in sampling techniques, interobserver variability, and the nature of the lesions themselves. Endometrial sampling techniques, including Pipelle biopsy and endometrial aspiration, did not show statistically significant differences in diagnostic accuracy (p=0.423). However, consistency rates for Pipelle biopsy were slightly higher (60%) than for aspiration (52.8%). This finding contrasts with studies such as Navakumar et al., [24] who reported higher consistency rates for both techniques, suggesting that further refinement and standardization in sampling protocols may improve diagnostic accuracy. Postoperative complications were low across both groups, with no significant difference between hyperplasia with and without atypia. These findings suggest that surgical intervention for endometrial hyperplasia is relatively safe, and that the presence of atypia does not increase the risk of postoperative complications. Our recurrence rates were also similar between groups (12.2% vs. 11.1%, p=0.857), indicating that atypia may not necessarily predict higher recurrence rates. The study's results also highlight the role of co-morbidities, such as diabetes mellitus and hypertension, in endometrial hyperplasia. While these conditions were prevalent among our patients, they did not significantly impact the consistency rates of preoperative and postoperative histopathological findings. This suggests that factors such as the quality of biopsy samples and pathologist interpretation may play a more significant role in diagnostic accuracy than co-morbid conditions. In conclusion, this study underscores the importance of reliable preoperative histopathological evaluation in patients diagnosed with endometrial hyperplasia. While consistency rates between preoperative biopsy and postoperative findings were moderate, particularly in cases with atypia, there remains a risk of diagnostic variability. The presence of atypia appears to be associated with more severe clinical symptoms but does not significantly affect surgical outcomes or recurrence rates. Ongoing efforts to standardize diagnostic criteria, improve sampling techniques, and enhance preoperative assessment are essential for optimizing patient management. Future research should focus on larger, multicenter studies to validate these findings and provide clearer guidelines for the diagnosis and treatment of endometrial hyperplasia. Not applicable. none. No conflict of interest for this study. None. All authors contributed equally - Albergotti, W. G., R. M. T. (2021), Estrogen and endometrial cancer: the clinical implications. Endocr Rev.; 42(3): 230-250. View at Publisher | View at Google Scholar - Smith, R. B., & Anderson, M. C. (2020), Obesity and endometrial cancer: a review. GynecolOncol.;157(1): 123-129. View at Publisher | View at Google Scholar - American Cancer Society. Cancer facts & figures 2020. Atlanta: American Cancer Society; 2020. View at Publisher | View at Google Scholar - Kaaks, R., L. J. (2021), Endometrial cancer: epidemiology, risk factors, and prevention. Nat Rev Endocrinol.; 17(4): 261-274. View at Publisher | View at Google Scholar - Lacey, J. V., L. F. (2022), Epidemiology of endometrial cancer. Endometrial Cancer: A Multidisciplinary Approach.: 1-10. View at Publisher | View at Google Scholar - Feigelson, H. S., A. J. (2019), Insulin resistance and endometrial cancer: a critical review. Cancer Epidemiol Biomarkers Prev.; 28(7): 1137-1146. View at Publisher | View at Google Scholar - Obesity and its relationship with endometrial cancer risk in women: a systematic review and meta-analysis. Eur J Cancer. 2018;88: 153-162. View at Publisher | View at Google Scholar - Surh, Y. J., H. R. (2020), Diabetes and endometrial cancer: a review of current evidence. Diabetes Metab J.;44(3): 351-362. View at Publisher | View at Google Scholar - Dossus, L., J. C. (2017), Hormonal and metabolic factors in endometrial cancer risk: the role of obesity and insulin. EndocrRelat Cancer.; 24(3): R159-R171. View at Publisher | View at Google Scholar - Jang, Y. S., K. S. (2021), Metabolic syndrome and endometrial cancer: a systematic review. Cancer Causes Control.;32(2): 159-169. View at Publisher | View at Google Scholar - Zaino, R. J., M. M. (2020), Hyperplasia of the endometrium. Arch Pathol Lab Med.; 144(10): 1143-1155. View at Publisher | View at Google Scholar - Kwon, H., S. J. (2021), The role of genetic factors in the development of endometrial cancer. Oncology. 14(3): 130-138. View at Publisher | View at Google Scholar - Shamseddin, M. K., R. M. (2019), Lynch syndrome: the role of genetic testing in endometrial cancer. Int J Gynecol Cancer.;29(6): 956-963. View at Publisher | View at Google Scholar - Bertucci, F., P. J. (2020), Genetic predisposition to endometrial cancer: a review. Cancers (Basel).;12(4): 800. View at Publisher | View at Google Scholar - Yang, J., R. H. (2021), The intersection of metabolism and cancer: a focus on endometrial cancer. Trends EndocrinolMetab.;32(10): 733-744. View at Publisher | View at Google Scholar - Lentz, S. L., M. D. (2022), Current understanding of the molecular pathogenesis of endometrial cancer. GynecolOncol.;166(1): 193-200. View at Publisher | View at Google Scholar - Prat, J., et al. (2019), Pathology of endometrial hyperplasia: a review. Int J GynecolPathol.;38(Suppl 1): S73-S84. View at Publisher | View at Google Scholar - Ganesan, N., A. J. (2021), Epidemiology and screening of endometrial cancer. Best Pract Res ClinObstetGynaecol.;73: 50-60. View at Publisher | View at Google Scholar - Sinha, D., et al. (2020), Risk factors for endometrial cancer: implications for prevention. Eur J Cancer Prev.;29(5): 399-405. View at Publisher | View at Google Scholar - Baak, J. P. A., S. J. (2021), The importance of early detection and screening for endometrial cancer. GynecolOncol. 162(3): 648-654. View at Publisher | View at Google Scholar - Society of Gynecologic Oncology. Clinical Practice Statement: Screening for Endometrial Cancer. 2020. View at Publisher | View at Google Scholar - Jesadapatrakul S, et al. (2020), Correlation of preoperative endometrial biopsy and postoperative findings in patients with endometrial hyperplasia. Gynecol Oncol. 157(2):345-350. View at Publisher | View at Google Scholar - Hemida S, et al. (2019), The role of endometrial biopsy in the diagnosis of endometrial hyperplasia. Ann Saudi Med.;39(4):251-257. View at Publisher | View at Google Scholar - Navakumar R, et al. (2018), Comparing the efficacy of endometrial sampling methods. J ObstetGynaecol India.;68(5):370-376. View at Publisher | View at Google Scholar Dear Grace Pierce, Editorial Coordinator of Journal of Clinical Research and Reports, Thank you for the speedy and efficient peer review process. I appreciate the fact that your peer reviewers do not take months to respond like with some other journals. I would also like to thank the editorial office for responding quickly to my questions. It is an excellent journal. I plan to submit more manuscripts in the future. Best wishes from, Robert W. McGee Dear Grace Pierce, Editorial Coordinator of Journal of Clinical Research and Reports, Working with you and your team on our recent publication in JCRR has been a truly wonderful and enjoyable experience. The responses were prompt, and the reviewers were patient, constructive, and highly professional. One reviewer in particular gave me the feeling that a professor was carefully reading and commenting on my coursework, which was deeply touching. The entire process was straightforward and hassle‑free, with no tedious online forms to complete. I highly recommend this journal. Best wishes from, DR Aibing Rao, Head of R&D I Appreciate the Opportunity to Share my Experience with the Journal of Clinical Research and Reports. The peer review process was timely and constructive, and the feedback provided helped improve the quality of our manuscript. The editorial office was professional, responsive, and supportive throughout the process, ensuring smooth communication and efficient handling of the submission. Overall, it was a positive experience collaborating with your team. Dear Mercy Grace, Editorial Coordinator of Obstetrics Gynecology and Reproductive Sciences, We would like to express our gratitude for your help at all stages of publishing and editing the article. The editors of the magazine answer all the necessary questions and help at every stage. We will definitely continue to cooperate and publish other works in the Obstetrics Gynecology and Reproductive Sciences! Best wishes from, Alla Konstantinovna Politova, Dear Maria Emerson, Editorial Coordinator of International Journal of Clinical Case Reports and Reviews, What distinguishes International Journal of Clinical Case Report and Review is not only the scientific rigor of its publications, but the intellectual climate in which research is evaluated. The submission process is refreshingly free of unnecessary formal barriers and bureaucratic rituals that often complicate academic publishing without adding real value. The peer-review system is demanding yet constructive, guided by genuine scientific dialogue rather than hierarchical or authoritarian attitudes. Reviewers act as collaborators in improving the manuscript, not as gatekeepers imposing arbitrary standards. This journal offers a rare balance: high methodological standards combined with a respectful, transparent, and supportive editorial approach. In an era where publishing can feel more burdensome than research itself, this platform restores the original purpose of peer review — to refine ideas, not to obstruct them Prof. Perlat Kapisyzi, FCCP PULMONOLOGIST AND THORACIC IMAGING. Dear Reader: We have published several articles in the Auctores Publishing, LLC, journal, Clinical Medical Reviews and Reports in recent years (CMRR). This is an ‘open access’ journal and the following are our observations. From the initial invitation to submit an article, to the final edits of galley proofs, we have found CMRR personnel to be professional, responsive, rapid and thorough. This entire process begins with Catherine Mitchell, Editorial Coordinator. She is simply outstanding, and, I believe, unparalleled in her capacity. I cannot imagine a more responsive and dedicated Editorial Coordinator. As I read the dates and timing of her correspondence with us, it seems that she never sleeps. I hope Auctores Publishing, LLC, appreciates her efforts as much as these authors do. Thank you to Auctores Publishing, LLC, to the Editorial Staff/Board, and to Catherine Mitchell from a grateful author(s).

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: oa-doi-fallback

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. This is a recent paper (2025) — citers typically take a year or two to land, and the OpenAlex reference graph may still be filling in.

Source provenance

openalex
last seen: 2026-06-10T17:14:06.276822+00:00
License: CC0 · commercial use OK