This single-center, open-label pilot study evaluates a clinician-facing decision-support algorithm that displays real-time forecasts of maternal mean arterial pressure (MAP), a measure of blood pressure, during elective cesarean delivery under spinal anesthesia. The display provides 1-, 2-, and 3-minute MAP forecasts from the time of spinal anesthesia administration until delivery or up to 20 minutes, whichever occurs first. Clinicians continue to manage blood pressure according to usual institutional practice, including phenylephrine infusion and bolus dosing, and retain full autonomy over treatment decisions; the study display does not provide dosing recommendations. The primary objective is to assess the prospective accuracy of short-horizon MAP forecasts. Secondary outcomes assess intraoperative hypotension burden and phenylephrine exposure during the observation window, including exploratory comparison with matched nonconcurrent controls.
This single-center, open-label, single-group pilot study evaluated the prospective performance and operating-room feasibility of a clinician-facing autoregressive with exogenous input (ARX) decision-support algorithm for short-horizon maternal blood pressure forecasting during elective cesarean delivery under spinal anesthesia. Adult pregnant patients at term undergoing elective cesarean delivery with planned spinal anesthesia and prophylactic phenylephrine management were enrolled at a tertiary care academic hospital. The ARX system generated real-time forecasts of maternal mean arterial pressure (MAP) at 1-, 2-, and 3-minute horizons from the time of spinal anesthesia administration until delivery or 20 minutes, whichever occurred first. The model used prior MAP values together with time-stamped phenylephrine infusion and bolus dosing and intrathecal bupivacaine dose/time as inputs. Forecasts were displayed on a dedicated screen adjacent to the anesthesia workstation. The display was intended to support clinician awareness of short-horizon hemodynamic trends and did not provide dosing recommendations. Blood pressure management remained under usual clinical care, including phenylephrine infusion and bolus administration according to institutional practice, and treating anesthesiologists retained full autonomy over all management decisions. The primary objective was to assess prospective forecast accuracy at each prediction horizon using the difference between predicted and observed MAP during the study observation window. Additional analyses assessed other forecast-accuracy metrics, short-horizon identification of hypotension defined as MAP below 80% of baseline, and implementation feasibility based on uninterrupted display operation and clinician-reported overrides. Baseline MAP was defined as the mean of the last three pre-spinal noninvasive blood pressure measurements. Baseline MAP was defined as the mean of the last three pre-spinal noninvasive blood pressure measurements. Noninvasive blood pressure was recorded at 1-minute intervals, and model inputs were entered in real time by in-room research staff. Secondary outcomes assessed intraoperative hypotension burden and phenylephrine exposure during the observation window, including exploratory comparison with matched nonconcurrent controls; these analyses were not part of prospective assignment to the study intervention.
Study Type
INTERVENTIONAL
Allocation
NA
Purpose
OTHER
Masking
NONE
Enrollment
20
A clinician-facing decision-support display that presented real-time 1-, 2-, and 3-minute forecasts of maternal mean arterial pressure during elective cesarean delivery under spinal anesthesia, from spinal anesthesia administration until delivery or up to 20 minutes, whichever occurred first. The display did not provide dosing recommendations. Phenylephrine infusion and bolus dosing remained under clinician direction according to institutional practice
Brigham and Women's Hospital
Boston, Massachusetts, United States
Root Mean Square Error of 1-Minute-Ahead Mean Arterial Pressure Forecast
Patient-level mean root mean square error (RMSE) between algorithm-predicted and observed maternal mean arterial pressure (MAP) for the 1-minute forecast horizon using minute-level intraoperative data.
Time frame: From spinal anesthesia administration until delivery or up to 20 minutes, whichever occurred first.
Root Mean Square Error of 2-Minute-Ahead Mean Arterial Pressure Forecast
Patient-level mean root mean square error (RMSE) between algorithm-predicted and observed maternal mean arterial pressure (MAP) for the 2-minute forecast horizon using minute-level intraoperative data.
Time frame: From spinal anesthesia administration until delivery or up to 20 minutes, whichever occurred first.
Root Mean Square Error of 3-Minute-Ahead Mean Arterial Pressure Forecast
Patient-level mean root mean square error (RMSE) between algorithm-predicted and observed maternal mean arterial pressure (MAP) for the 3-minute forecast horizon using minute-level intraoperative data.
Time frame: From spinal anesthesia administration until delivery or up to 20 minutes, whichever occurred first.
Incidence of Maternal Hypotension During the Observation Window
Presence of at least one maternal mean arterial pressure measurement below 80% of baseline during the observation window; exploratory comparison with matched nonconcurrent controls.
Time frame: From spinal anesthesia administration until delivery or up to 20 minutes, whichever occurred first.
Duration of Maternal Hypotension During the Observation Window
Cumulative minutes with maternal mean arterial pressure below 80% of baseline during the observation window; exploratory comparison with matched nonconcurrent controls.
Time frame: From spinal anesthesia administration until delivery or up to 20 minutes, whichever occurred first.
Total Phenylephrine Dose During the Observation Window
Total phenylephrine dose calculated as the sum of all bolus doses plus infusion dose integrated over time during the observation window; exploratory comparison with matched nonconcurrent controls.
Time frame: From spinal anesthesia administration until delivery or up to 20 minutes, whichever occurred first.
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