Racial/Ethnic Disparities/Differences in Hysterectomy Route in Women Likely Eligible for Minimally Invasive Surgery.

OA: closed
AI-generated summary by qwen3.7-flash, 2026-09-11

Among women eligible for minimally invasive hysterectomy, African American, Hispanic, and Asian/Pacific Islander patients were more likely to undergo abdominal surgery than white women, particularly at hospitals serving higher proportions of African Americans.

One-sentence paraphrase of the abstract; not a substitute for reading it. No clinical advice. How this works

AI-generated deep summary by qwen3.7-flash, 2026-09-04 · read from full text

This study analyzed hospital discharge data from five U.S. states to examine racial and ethnic disparities in hysterectomy surgical routes among women with benign gynecologic conditions who were likely eligible for minimally invasive surgery. The researchers found that African American women underwent significantly more abdominal hysterectomies and fewer vaginal or laparoscopic procedures compared to White women, a disparity that persisted across different payer types and was more pronounced in hospitals serving higher proportions of African American patients. Although the cohort explicitly excluded women with diagnoses of fibroids, obesity, or prior abdominopelvic surgery to isolate candidates for minimally invasive approaches, the analysis still categorized pelvic pain and endometriosis as specific benign indications for hysterectomy within the broader dataset. Relevance to endometriosis: listed as one of the benign diagnostic codes used to categorize indications for hysterectomy, though the paper's main focus is on racial disparities in surgical access rather than the pathology of endometriosis itself.

Read from the paper's body, not the abstract. Not a substitute for reading the paper. No clinical advice. How this works

Abstract

Study objectiveEvaluate racial/ethnic variation in hysterectomy surgical route in women likely eligible for minimally invasive hysterectomy.DesignCross-sectional study.SettingMultistate including Colorado, Florida, Maryland, New Jersey, and New York.PatientsWomen aged ≥18 years without diagnoses of leiomyomas, obesity, or previous abdominopelvic surgery who underwent hysterectomy for benign conditions from the State Inpatient and Ambulatory Surgery Databases, 2010-2014.InterventionsNone. Primary exposure is race/ethnicity.Measurements and main resultsRacial/ethnic variation in annual hysterectomy rates and surgical route. To calculate hysterectomy rates per 100 000 women/year, denominators were adjusted for the proportion of women with previous hysterectomy. A marginal structural log binomial regression model was used to estimate adjusted standardized prevalence ratios (aPRs) for vaginal or laparoscopic vs abdominal hysterectomy, controlling for clustering within hospitals. In addition, hospitals were stratified into quintiles to examine surgical route in hospitals that serve a higher vs lower proportion of African American patients. A total of 133 082 adult women underwent hysterectomy for benign conditions from 2010 to 2014. Annual laparoscopic rates increased more slowly for African Americans (1.6-fold) than for whites (1.8-fold) and Hispanics (1.9-fold). African American and Hispanic women were less likely to undergo vaginal (aPR = 0.93; 95% confidence interval [CI], 0.90-0.96 and aPR = 0.95; 95% CI 0.93-0.97, respectively) and laparoscopic hysterectomy (aPR = 0.90; 95% CI, 0.87-0.94 and aPR = 0.95; 95% CI, 0.92-0.98, respectively) than white women; Asian/Pacific Islander women were less likely to undergo vaginal hysterectomy (aPR = 0.88; 95% CI, 0.81-0.96). Hospitals serving a higher proportion of African American persons performed more abdominal and fewer vaginal procedures across all groups, and more racial/ethnic minority women sought care at those hospitals than white women.ConclusionAfrican American, Hispanic, and Asian/Pacific Islander women eligible for minimally invasive hysterectomy were more likely than white women to receive abdominal hysterectomy. The proportion of all women undergoing abdominal hysterectomy was highest at hospitals serving higher proportions of African American persons. This difference in treatment type can lead to disparities in outcomes, in part owing to their association with complications.
Full text 23,158 characters · extracted from pmc-nxml · 4 sections · click to expand

Results

A total of 447,479 women ≥18 years old were coded for hysterectomy in the SID/SASD in Colorado, Florida, Maryland, New Jersey, and New York between 2010 and 2014. After excluding women with an obstetric delivery, complication/history of delivery, a diagnosis of cancer, a diagnosis of obesity, fibroids, or prior abdominopelvic surgery, and with missing LOS, the final analytic cohort included 133,082 women ( Supplemental Figure 1 ). Eighty-seven percent (87%) had inpatient surgery (41% vaginal, 25% laparoscopic, 22% abdominal) and 13% had outpatient surgery (8% laparoscopic, 5% vaginal, 0.17% abdominal). Characteristics of the potentially MIS-eligible hysterectomy cohort stratified by race/ethnicity are summarized in Table 1 . Inpatient surgery was more common for Asians/PIs (91%), AAs (89%), and Hispanics (88%), compared to White women (87%). AA women were younger at time of hysterectomy than other groups (median age 44 years for inpatients and 43 years for outpatients). Sixty-one percent (61%) of AA women had surgery at a high-AA-serving hospital, followed by Asian/PI women (36%), Hispanic (35%), and White women (25%). Abdominal hysterectomy rates decreased 1.7-fold for Whites ( p =0.011 for linear time trend) and 1.6-fold for AAs ( p =0.008) and Hispanics ( p =0.032; Figure 1A ) from 2010 to 2014. Vaginal hysterectomy rates decreased 1.4-fold for Whites ( p =0.016), 1.5-fold for AAs ( p =0.029), and 1.4-fold for Hispanics ( p =0.041). Laparoscopic hysterectomy rates increased more slowly during that time for AAs (1.6-fold, p =0.101) than Whites (1.8-fold, p =0.026) and Hispanics (1.9-fold, p =0.017; Figure 1C ). Hysterectomy trends by race/ethnicity from 2010 to 2014 were similar across all five states (data not shown). Regardless of payer, AA women underwent more abdominal and fewer vaginal and laparoscopic hysterectomies than White women ( Supplemental Figure 2 ). Hospitals that disproportionately served AA women performed more abdominal and fewer vaginal hysterectomies in all women ( Figure 2 ). All racial/ethnic groups underwent more abdominal hysterectomies in quintile 5/high-AA-serving hospitals (>16% AA) than in quintile 1/low-AA-serving hospitals (<2% AA): Whites (23% quintile 5 vs 16% quintile 1), AAs (32% quintile 5 vs 14% quintile 1), Hispanics (28% quintile 5 vs 17% quintile 1), and Asians/PIs (32% quintile 5 vs 8% quintile 1). Correspondingly, all groups underwent fewer vaginal hysterectomies in quintile 5 than in quintile 1. AA (28% quintile 5 vs 41% quintile 1) and Asian/PI women (28% quintile 5 vs 40% quintile 1) underwent fewer laparoscopic procedures in quintile 5 than in quintile 1. AA, Hispanic, and Asian/PI women had more abdominal and fewer laparoscopic procedures than White women across all volume categories ( Figure 3 ). AA and Asian/PI women also had fewer vaginal procedures than White women did across all volume categories ( Figure 3 ). However, all women had more abdominal and fewer laparoscopic hysterectomy in low-versus high-volume hospitals, where 38% of low-volume hospitals performed no laparoscopic hysterectomies ( Supplemental Figure 3 ). In adjusted analysis, compared to White women, Asian/PI (aPR 0.88, 95% CI 0.81–0.96), AA (aPR 0.93, 95% CI 0.90–0.96), and Hispanic race/ethnicity (aPR 0.95, 95% CI 0.93–0.97) were associated with decreased likelihood of vaginal than abdominal hysterectomy ( Figure 4A ). AA (aPR 0.90, 95% CI 0.87–0.94) and Hispanic race/ethnicity (aPR 0.95, 95% CI 0.92–0.98) were also associated with decreased likelihood of laparoscopic than abdominal hysterectomy ( Figure 4B ). In a sensitivity analysis including all women (i.e., regardless of the indication for hysterectomy), AA women had a lower aPR of receiving vaginal hysterectomy (all women, aPR, 0.90, 95% CI, 0.88–0.92 vs MIS-eligible, aPR, 0.93, 95% CI, 0.90–0.96) and a lower aPR of receiving laparoscopic hysterectomy (all women, aPR, 0.85, 95% CI, 0.83–0.87 vs. MIS-eligible, aPR, 0.90, 95% CI, 0.87–0.94; Supplemental Table 2 ). A similar trend was seen for Hispanic and Asian/PI women in the laparoscopic model ( Supplemental Table 2 ).

Materials

Hospital discharge data came from the Agency for Healthcare Research and Quality Healthcare Cost and Utilization Project (HCUP) State Inpatient Databases (SID) and State Ambulatory Surgery Databases (SASD). The SID are state-specific databases containing inpatient billing records from acute-care community hospitals [ 15 ], while the SASD are state-specific files containing ambulatory surgery billing records from community hospitals [ 15 ]. Data from Colorado, Florida, Maryland, New Jersey, and New York were used because these states had both SID and SASD files, and reported race/ethnicity. Florida and New York were selected because their large and diverse populations allowed the inclusion of more nonwhite women. Because individuals could not be identified, the study was deemed exempt by the Human Research Protections Office at Washington University. Adult women age ≥18 years who underwent hysterectomy for benign gynecologic conditions between 2010 and 2014 were included ( Supplemental Figure 1 ). Only women who underwent hysterectomy on day 0/1 of a hospitalization were included from the SID to avoid procedures due to adverse events. Hysterectomies performed for a complication of delivery or history of delivery outcome were removed to exclude women undergoing peripartum hysterectomy. Women coded for uterine, cervical, ovarian, colon/abdominal, bladder/kidney, or metastatic cancer were excluded to focus on benign conditions. Women with diagnoses of obesity, fibroids, or history of prior abdominopelvic surgery were excluded to focus on women likely eligible for MIS. Encounters with missing length of stay (LOS) were excluded because inpatient versus outpatient procedures were defined accordingly. Hysterectomy procedures were classified as abdominal, vaginal, or laparoscopic (including robotic) using International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) procedure codes in the SID and Current Procedural Terminology (CPT) codes in the SASD ( Supplemental Table 1 ). Procedures were classified as inpatient if the LOS was ≥1 day, and outpatient if the LOS was <1 day. Outpatient procedures in Colorado were identified using ICD-9-CM procedure codes, due to missing CPT codes in the Colorado SASD. The exposure variable of interest was race/ethnicity, a 6-level categorical variable. Race/ethnicity was defined according to HCUP: White, African American (AA), Hispanic, Asian/Pacific Islander (PI), Native American (NA)/Other, and missing. Race/ethnicity is collected through patient self-report or hospital staff observation. Ethnicity takes precedence over race when both are reported by the state as separate data elements [ 16 ]. Patient-level variables included age, state, year of surgery, payer, and median household income for zip code as defined by HCUP. The Elixhauser classification was used for comorbidities [ 17 ]. Benign indications for hysterectomy were categorized using ICD-9-CM diagnosis codes ( Supplemental Table 1 ). Abnormal uterine bleeding is a modified grouping based on the polyp, adenomyosis, leiomyoma, malignancy and hyperplasia, coagulopathy, ovulatory dysfunction, endometrial, iatrogenic, and not-yet classified (PALM-COEIN) classification system [ 18 ]. Additional surgical indications included pelvic pain/endometriosis, ovary-related disorders (i.e., benign neoplasms, cysts, non-inflammatory disorders of the ovary, and polycystic ovaries), prolapse, menopause, other female genital organ (FGO) diagnoses (i.e., benign neoplasms and non-inflammatory disorders of other FGOs), prophylaxis (i.e., personal/family history of breast/gynecologic cancer), and cervical dysplasia. Hospital-level variables, obtained by linking hospital identifiers in the SID and SASD to the American Hospital Association Annual Survey data, included hospital location (rural, urban), teaching status (association with a medical school), and bed-size (small ≤300, medium 300–600, large ≥600). Annual hospital hysterectomy procedure volume was categorized into low 1–50, medium 51–200, and high ≥201 based on all hysterectomies performed in the hospitals for any indication (i.e., benign, malignant, or due to an adverse event). To determine the association of surgical route for hysterectomy by race/ethnicity in hospitals that serve a higher versus lower proportion of AA patients, hospitals were stratified into quintiles based on the proportion of AA hospitalizations among all hospitalizations at the individual hospitals: quintile 1 (0–2% AA), quintile 2 (2–5% African American), quintile 3 (5–9% African American), quintile 4 (9–16% African American), and quintile 5 (>16% AA). We calculated hysterectomy rates/100,000 adult women/year by surgical approach and race/ethnicity. For each surgical route/procedure and racial/ethnic group, the hysterectomy rate was computed by dividing the number of women who underwent hysterectomy in each state in a specific year (numerator) by the number of women aged ≥18 years at risk (denominator). The data for the numerator were from the SID and SASD. The data for the denominator were from census data [ 19 ], adjusted for hysterectomy prevalence to avoid inappropriately retaining women in the population-at-risk denominator who had a prior hysterectomy [ 20 ]. Annual hysterectomy prevalence estimates were obtained from the Behavioral Risk Factor Surveillance System (BRFSS), a nationally representative telephone survey conducted to collect prevalence data on health measures among U.S. adults [ 21 ]. BRFSS data from adjoining even-numbered years were used to calculate weighted average prevalence estimates for odd-numbered years. The corrected population-at-risk denominator ( p c ) was calculated as follows: p c = p × ( 1 − h ) , where p is the population-at-risk denominator and h is the hysterectomy prevalence in a specific year [ 20 ]. In unadjusted analyses, linear trends over time for hysterectomy rates/100,000 adult women/year stratified by surgical route and race/ethnicity were examined using simple linear regression models with year of surgery as the independent variable and hysterectomy rate as the dependent variable. The p -value for time trend was reported, and statistical significance was determined by p <0.05. Hysterectomy surgical route was the outcome of interest. We targeted two outcomes: vaginal versus abdominal hysterectomy (vaginal model) and laparoscopic versus abdominal hysterectomy (laparoscopic model). In adjusted analyses, we fit a marginal structural log binomial regression model [ 22 ] to estimate adjusted standardized prevalence ratios (aPRs) for the (1) race/ethnicity-receipt of vaginal hysterectomy association and (2) race/ethnicity-receipt of laparoscopic hysterectomy association. This model was selected over traditional logistic regression because the odds ratio estimated from logistic regression will only approximate the relative risk when the outcome is rare [ 22 , 23 ], but in our data, vaginal and laparoscopic hysterectomy were common outcomes. Use of odds ratios to summarize effects of exposure is discouraged when outcomes are common due to the concern that odds ratios will be misinterpreted as relative risks. Our model was also selected over multivariable log-binomial or log-linear/Poisson models because of convergence and other issues with those models [ 22 , 23 ]. Confounding was handled by using inverse probability weighting, in which stabilized weights were used [ 22 ]. For each woman, the stabilized weight was a ratio of the marginal probability for one’s own race/ethnicity over the predicted probability for her race/ethnicity conditional on her individual- and hospital-level characteristics. For the denominator, we fit a multivariable multinomial logistic model with the 6 racial/ethnic groups as the outcome variable, and covariates including age, state, year of surgery, payer, income, comorbidities, indications for hysterectomy, hospital location, hospital bed size, and hysterectomy procedure volume (defined above). Hospital characteristics were included as covariates because nonwhite women may seek care at different types of hospitals than White women, and we wanted to address that variation in our weighting procedure. Using this estimated model, we predicted the probability for one’s own race/ethnicity based on her level of each covariate. For the numerator, we fit the same multinomial logistic model without covariates. Using this estimated model, we predicted the probability for one’s own race/ethnicity. In the weighted data, all exposure groups under comparison (i.e., racial/ethnic groups) had a similar distribution of confounding factors [ 22 ]. We then fit a log binomial model to the weighted data using PROC GENMOD with binomial distribution and log link function with repeated statement to estimate the adjusted standardized prevalence ratios [ 22 , 23 ]. The hospital identifier in the repeated statement was used to account for clustering of hysterectomy procedures performed within the same hospital. We calculated percentile bootstrap confidence intervals (CIs) based on 2,000 samples [ 22 ]. We additionally performed a sensitivity analysis for the race/ethnicity-receipt of vaginal or laparoscopic hysterectomy in all women (i.e., including women with fibroids, obesity, or prior abdominopelvic surgery) and calculated aPRs and percentile bootstrap CIs based on 600 samples. All analyses were performed with SAS version 9.4 (SAS Institute Inc., Cary, NC).

Conclusion

Among women likely eligible for MIS, AA, Hispanic, and Asian/PI women were more likely than White women to undergo abdominal hysterectomy. The proportion of all women undergoing abdominal hysterectomy was highest at hospitals serving higher proportions of AA persons, and more racial/ethnic minority women sought care at those hospitals than White women. This difference in treatment type based on site of care can lead to disparities in outcomes, because of their association with complications, which is exacerbated by increased length of stay in the hospital. Evidence of disparities were noticeable in our study and could increase over time if laparoscopic hysterectomy rates continue to increase more slowly for AA women than for women of other groups. To better understand what drives hysterectomy treatment disparities, future studies should examine what distinguishes hospitals providing lower quality of care as evidenced by higher utilization of abdominal hysterectomy from those providing higher quality of care with greater utilization of MIS, and barriers to access to high-volume centers and/or surgical specialists.

Discussion

We compared hysterectomy trends by race/ethnicity over time including inpatient and ambulatory care data and examined variation in surgical route for women likely eligible for MIS. Laparoscopic hysterectomy rates in AA women increased less rapidly over the 5-year time period of our study than in other racial/ethnic groups. Even after adjusting for confounding factors and controlling for clustering of procedures within hospitals, compared to White women, we still found that Asian/PI, AA, and Hispanic women were less likely to receive vaginal hysterectomy, and AA and Hispanic women were less likely to receive laparoscopic hysterectomy. By focusing on women likely eligible for MIS we could assess racial/ethnic disparities more robustly than other recent studies of benign conditions demonstrating lower use of MIS among nonwhite women [ 1 , 6 , 7 , 9 ]. While our findings do align with conclusions in previous studies, those studies did not exclude women from analysis with conditions that could predispose to abdominal hysterectomy and found a greater strength of association between minority race/ethnicity and receipt of MIS, ranging from adjusted odds ratios of 0.51–0.70 for AA women [ 1 , 7 , 9 ], 0.24–0.67 for Hispanic women [ 1 , 6 , 9 ], and 0.58 for Asian women [ 1 ] compared to White women. In our sensitivity analysis that did not exclude women from analysis with conditions that could predispose to abdominal hysterectomy, the aPRs were further away from 1.00, indicating a greater difference/disparity in receipt of MIS, particularly for AA women. The wider observed differences in aPRs for AA women were likely due to their ineligibility for MIS rather than differences/disparities in treatment. Of note, differences in treatment for AA women may be wider beyond the end of our study period in 2014 as a result of the U.S. Food and Drug Administration’s warning in 2014 about the use of laparoscopic power morcellation during fibroid surgery and the potential for spread of unsuspected cancer [ 24 ]. This warning was followed by the banning or restricting of the power morcellator by many hospitals, and studies have demonstrated a subsequent increase in open hysterectomy rates following the power morcellation guidelines [ 25 – 27 ]. Because AA women have more fibroids than other groups [ 12 ], they are even more likely to receive an open hysterectomy and experience complications as a result of the warning. Despite focusing on women likely eligible for MIS, 22% of the women in our study underwent abdominal hysterectomy. Nonwhite women were more likely than White women to undergo abdominal hysterectomy, which is associated with more complications, pain, and longer LOS [ 3 ]. Vaginal hysterectomy is recommended for women with benign conditions, and laparoscopic hysterectomy is preferred when a vaginal route is infeasible [ 3 ]. Surgeon training and ability to maintain proficiency in MIS and/or lack of information about alternatives to abdominal surgery among good candidates for MIS have been cited as explanations for continued utilization of abdominal hysterectomy [ 28 – 30 ]. We additionally identified hospital factors that might also contribute to continued utilization of abdominal hysterectomy and disparities in surgical route. Hospitals serving a higher proportion of AA persons performed more abdominal and fewer vaginal procedures across all groups. In addition, lower proportions of AA and Asian/PI women received laparoscopic procedures in hospitals disproportionately serving AA women compared to hospitals serving almost exclusively non-AA patients. A higher proportion of racial/ethnic minority women underwent hysterectomy at high-AA-serving hospitals than White women, potentially exacerbating disparities in utilization of MIS. We also found that the proportions of all women undergoing abdominal hysterectomy were highest at low- and medium-hysterectomy-volume hospitals. Mehta et al. [ 9 ] similarly found that women undergoing hysterectomy at low-or medium-volume hospitals had higher odds of undergoing abdominal hysterectomy. Taken together, these findings add to what we know about racial/ethnic disparities, because 33% of high-hysterectomy-volume hospitals were also high AA-serving-hospitals, indicating that treatment disparities are not only correlated with procedural volume but also the type of population served by the hospital, the latter of which could be a reflection of quality of care [ 31 , 32 ]. High-AA-serving and low-hysterectomy-volume hospitals could lack surgeons with advanced skills, equipment, staff, or support to perform MIS. That hospitals primarily serving AA patients performed more open hysterectomies in all women and more racial/ethnic minority women sought care at those hospitals is potentially important as an explanation for disparities by race/ethnicity. It suggests disparities based on site of care and system-level policy solutions aimed at lowering open hysterectomy and subsequent complication rates to help all women to maintain quality of life. Solutions might include regular in-service teachings on emerging hysterectomy techniques, perhaps offering CEU credits as an incentive, or mentoring for surgeons that perform MIS less frequently. Loring et al. [ 30 ] demonstrated that a gynecologic surgery practice could be transformed from primarily abdominal to primarily laparoscopic via a surgical mentorship program. Partnerships between hospitals performing fewer MIS and those that perform MIS more frequently might also provide a mechanism for reducing treatment disparities. Such partnerships could offer a mechanism to identify women eligible for MIS and referring them to higher volume hospitals. This is particularly important for women at higher risk for complications after abdominal hysterectomy. Our findings also suggest the need for clinical pathways aimed at reducing abdominal hysterectomy in women undergoing hysterectomy for benign conditions. Sanei-Moghaddam et al. [ 33 ] demonstrated a decrease in the proportion of abdominal hysterectomy performed after implementation of a clinical hysterectomy pathway. Our study has several strengths. We created an all-payer and diverse study population of women undergoing inpatient and outpatient hysterectomies from five ethnically/racially diverse states. To reduce bias in associations, we restricted the population to women likely eligible for MIS to analyze racial/ethnic differences in surgical route among women who should be candidates for vaginal/laparoscopic hysterectomy. Prior studies were less representative through their focus on benign conditions limited to a single institution, hospital system, or state [ 8 , 9 ], one rather than a range of payers [ 4 ], data collected by only participating health systems [ 5 ], or inpatient data [ 1 , 7 ]. In contrast to most previous studies [ 1 , 4 – 8 ], we identified hospital factors that potentially explain continued utilization of abdominal hysterectomy and treatment disparities (i.e., high-AA-serving hospitals and procedure volume), allowing us to offer potential solutions to reduce disparities. Finally, because surgical route varies by indication for surgery [ 3 ], we compared vaginal and laparoscopic hysterectomy to abdominal hysterectomy separately unlike previous studies [ 1 , 5 , 7 , 9 ]. Our study is not without limitations. Classification of hysterectomy procedures was based on ICD-9-CM and CPT coding, rendering procedural misclassification possible. We could not control for uterine size, fibroid tumor characteristics, body mass index, and patient preference, all of which may influence if women receive vaginal or laparoscopic surgery [ 3 , 10 ]. Some of the racial/ethnic differences seen in AA women could be due to residual confounding because obesity is undercoded in administrative data [ 34 ], and AA women have higher prevalence of obesity [ 11 ], which can make laparoscopic hysterectomy more difficult [ 10 ]. Additionally, state- and hospital-level variation exists in how race/ethnicity information is collected by hospitals, which could lead to inconsistent data [ 35 ]. However, hospital discharge data is reasonably reliable for the focus of our study [ 36 ]. Finally, we could only identify comorbidities and evidence of prior abdominopelvic surgery based on the index hospitalization, adding to misclassification.

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: pmc-nxml

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. The paper's references may be in our DB but unresolved to ``paper_id`` (resolution happens at ingest when the cited DOI matches a row we already have). Run the cross-source citation reconcile pass to retry.

Source provenance

europepmc
last seen: 2026-09-20T09:27:46.357103+00:00
unpaywall
last seen: 2026-09-20T06:29:17.529187+00:00