Use of natural language processing to uncover racial bias in obstetrical documentation.

Natural Language Processing (NLP), a form of Artificial Intelligence, allows free-text based clinical documentation to be integrated in ways that facilitate data analysis, data interpretation and formation of individualized medical and obstetrical care. In this cross-sectional study, we identified all births during the study period carrying the radiology-confirmed diagnosis of fibroid uterus in pregnancy (defined as size of largest diameter of >5 cm) by using an NLP platform and compared it to non-NLP derived data using ICD10 codes of the same diagnosis. We then compared the two sets of data and stratified documentation gaps by race. Using fibroid uterus in pregnancy as a marker, we found that Black patients were more likely to have the diagnosis entered late into the patient's chart or had missing documentation of the diagnosis. With appropriate algorithm definitions, cross referencing and thorough validation steps, NLP can contribute to identifying areas of documentation gaps and improve quality of care.

Carcinoembryonic antigen as a biomarker for meconium-stained amniotic fluid.

OBJECTIVE: To assess whether elevated carcinoembryonic antigen (CEA) concentration in amniotic fluid can indicate meconium-stained amniotic fluid (MSAF). METHODS: In a prospective cohort study, women with a term singleton pregnancy who were in labor but had intact membranes were recruited at a center in Israel over a 5-month period in 2013. Only women who subsequently underwent artificial rupture of membranes following a clear medical indication were included. Samples of amniotic fluid, urine, and serum were collected. Amniotic fluid was examined by sight and classified as clear, MSAF, or undetermined. CEA concentration in the samples was measured. RESULTS: Among 81 participants, 45 had clear amniotic fluid, 28 had MSAF, and eight had undetermined amniotic fluid. Mean CEA concentration was more than 10 times higher in MSAF (2658 µg/L, standard error 250) than in clear amniotic fluid (238 µg/L, standard error 29; P<0.001). Receiver operating characteristic curve analysis demonstrated a sensitivity of 96% and a specificity of 100% for distinguishing MSAF from clear amniotic fluid at a CEA cutoff of 799.2 µg/L. CEA concentrations in urine and serum were all within the normal range (≤5 µg/L), irrespective of amniotic fluid status. CONCLUSION: High CEA concentrations in amniotic fluid can assist in the diagnosis of MSAF. These findings could provide the basis for a bedside test to detect MSAF following rupture of membranes.

Ascending aortic aneurysm in a fetus due to a benign nodular myofibroblastic lesion.

A fetal echocardiogram at 20 weeks of gestation revealed a large ascending aortic aneurysm in the presence of a normal aortic root and normal intracardiac anatomy. No other abnormalities were noted in the fetus. Upon termination of pregnancy, histopathological examination revealed an isolated benign nodular myofibroblastic lesion of likely hamartomatous origin, a first description of such pathology contributing to the formation of an aneurysm in the ascending aorta.

Cesarean scar ectopic pregnancies: etiology, diagnosis, and management.

OBJECTIVE: To clarify the appropriate way to diagnose and treat an ectopic pregnancy in the uterine scar of a prior cesarean delivery. DATA SOURCES: Articles written in English that were published from January 1966 to August 2005 and quoted in the computerized database MEDLINE/PubMed retrieved by using the words "cesarean section," "cesarean delivery," "cesarean section scar pregnancy," and "ectopic pregnancy." Additional articles were obtained from reference lists of pertinent case reports and reviews. METHODS OF STUDY SELECTION: Fifty-nine articles that met the inclusion criteria provided data on the clinical presentation, diagnosis, and treatment modalities of 112 cases of cesarean delivery scar pregnancies. TABULATION, INTEGRATION, AND RESULTS: Review of the 112 cases revealed a considerable increase in the incidence of this condition over the last decade, with a current range of 1:1,800 to 1:2,216 normal pregnancies. More than half (52%) of the reported cases had only one prior cesarean delivery. The mean gestational age was 7.5 +/- 2.5 weeks, and the most frequent symptom was painless vaginal bleeding. Endovaginal ultrasonography was the diagnostic method in most cases, with a sensitivity of 84.6% (95% confidence interval 0.763-0.905). Expectant management of 6 patients resulted in uterine rupture that required hysterectomy in 3 patients. Dilation and curettage was associated with severe maternal morbidity. Wedge resection and repair of the implantation site via laparotomy or laparoscopy were successful in 11 of 12 patients. Simultaneous administration of systemic and intragestational methotrexate to 5 women, all with beta-hCG exceeding 10,000 milli-International Units/mL required no further treatment. CONCLUSION: Surgical treatment or combined systemic and intragestational methotrexate were both successful in the management of cesarean delivery scar pregnancy. Because subsequent pregnancies may be complicated by uterine rupture, the uterine scar should be evaluated before, as well as during, these pregnancies.