Trimester-aware pregnancy scan read: planes, biometry, GA, EFW, centiles, fluid and Doppler.
What it does
Obstetric Ultrasound reads pregnancy scans from the first trimester to the labour ward: standard-plane stills with their calipers and measurement tables, cine loops, and sweeps, including the blind sweeps taken by novice operators with handheld probes. The read is trimester-aware: it sets the gestational-age basis from the crown-rump length, from biometry or from the LMP field, and runs the sections that fit the scan.
It returns the number of fetuses and viability, each standard plane with its quality, biometry with gestational age and estimated fetal weight, growth centiles, amniotic fluid, placenta, cervix and the ISUOG checklist. First-trimester scans add early-pregnancy classification and nuchal translucency; anomaly scans add the fetal heart screen; late-pregnancy scans add presentation and Doppler; labour-ward scans add labour progress.
Intended use
Decision support for obstetric scans that general ob-gyns, family doctors and midwives perform and read, often far from a fetal-medicine unit: dating, growth, the mid-trimester checklist, placenta and fluid, and the labour ward. Twins, caliper overlays and the choice of dating basis are common pitfalls, so every gestational age states its basis and every fetus its identifier.
Who it is for
Obstetricians and gynaecologists, maternal-fetal medicine specialists, sonographers, midwives, family physicians and radiologists. Developers call the run from antenatal-care software, pregnancy registries and handheld-ultrasound programmes.
Accepted input
- Standard-plane stills: DICOM Ultrasound Image objects; burned-in calipers and on-screen measurement tables are read and reconciled with the computed values.
- Cine and sweeps: Ultrasound Multi-frame objects or MP4, including blind sweeps for presentation and fluid.
- Vendor measurements: OB-GYN SR objects (TID 5000) are read as a second source.
- Earlier scans: prior studies in
prior_filesfeed the growth section.
Requirements
| Requirement | Why |
|---|---|
SequenceOfUltrasoundRegions calibration |
Biometry, CRL, NT and cervical length are millimetre measurements; uncalibrated clips give qualitative sections only |
| Correct standard plane (TT, TV and TC brain, abdominal circumference, femur, mid-sagittal) | Each measurement is taken only on an adequate plane |
| Cine for cardiac activity and the fetal heart sweep | Heart motion cannot be judged on stills |
| PW Doppler strips with a calibrated velocity axis | Pulsatility index, PSV and end-diastolic flow are traced from the spectrum |
| Transperineal images in labour | Angle of progression and head–symphysis distance |
Optional context
The LMP or a prior dating scan, maternal age and the clinical question go in clinical_context.
The result
One JSON result in sections with findings, measurements, scores and a pregnancy block (gestational-age basis,
number of fetuses, trimester). In twins, every value is tied to fetus A or B.
| Section | Content |
|---|---|
| Standard planes | Plane per frame (brain planes, 4CH, abdominal circumference plane, femur, lips, spine, kidneys, cervix and others) with quality |
| Early pregnancy | Gestational sac, yolk sac, embryo, cardiac activity, MSD and CRL; intrauterine pregnancy or pregnancy of unknown location; viability category; ectopic signs |
| Nuchal translucency | NT, CRL, nasal bone and plane adequacy at 11–14 weeks |
| Fetal biometry | BPD, OFD, HC, TAD and APAD, AC and FL; gestational age by Hadlock or INTERGROWTH-21st; EFW by Hadlock |
| Growth centiles | Centiles and z-scores from biometry, gestational age and earlier scans; SGA, LGA and FGR flags |
| Fetal heart screen | Adequacy of the 4CH, LVOT, RVOT and 3VV/3VT views, cardiothoracic ratio and screening flags |
| Anomaly screen | Mid-trimester checklist completion and anomaly flags by body region |
| Amniotic fluid | Deepest vertical pocket and AFI; oligohydramnios and polyhydramnios |
| Placenta | Location, distance to the internal os (praevia or low-lying) and accreta signs |
| Cervical length | Transvaginal cervical length and funnelling |
| Fetal Doppler | Umbilical artery PI, RI and end-diastolic flow; MCA PI; MCA PSV in MoM; CPR; uterine artery PI |
| Fetal presentation | Presentation and lie, number of fetuses and cardiac activity, from stills or blind sweeps |
| Labour progress | Pubic symphysis and fetal head outlines; angle of progression, head–symphysis distance and head direction |
| Draft report | Opt-in (options.report): an English narrative that interprets the result for the reader (findings, impression, limitations); every number is checked against the findings |
Standards
- ISUOG: biometry and growth 2019, mid-trimester routine scan 2022, fetal cardiac screening 2023, Doppler 2021, intrapartum ultrasound 2018.
- Charts and formulas: INTERGROWTH-21st, Hadlock EFW, Delphi FGR consensus 2016, FMF nuchal translucency criteria, SRU 2013 early-pregnancy nonviability criteria.
- DICOM: SR OB-GYN Ultrasound Procedure Report TID 5000, with TID 5220 for the fetal heart; SEG for the fetal head and other outlines; GSPS calipers; Encapsulated PDF.
Scoring notes
Gestational age comes from the basis stated in the pregnancy block, and centiles are computed by deterministic
code from the chart named in the result. SGA and LGA flags use the 10th and 90th centiles. The FGR flag follows the
Delphi 2016 consensus, where an AC or EFW below the 3rd centile is sufficient on its own and smaller deviations need
Doppler or a fall across centiles. Nonviability follows the SRU 2013 criteria, for example a CRL of 7 mm or more
without cardiac activity.
Related models
us/gynecologyreads adnexa in early-pregnancy pain or bleeding.us/fastchecks for free fluid when an ectopic pregnancy is suspected.
Limitations and failure modes
- First trimester: CRL, early-pregnancy and NT sections are not in version 1.0.0; on a first-trimester study the run returns planes, and biometry is marked outside the formulas' range.
- Handheld blind sweeps: frames from untargeted sweeps rarely pass the landmark-confidence gate; biometry is then
not_assessablewith the reason, never a guessed number. - Plane adequacy is judged from the plane confidence and the landmark confidence, not from the individual ISUOG criteria (midline, cavum septi pellucidi, stomach bubble…).
- Twins: fetuses are not separated; a twin study is read as one set of planes.
- Uncalibrated exports (PNG / JPEG / MP4 without
options.mm_per_px): diameters in pixels, the cephalic index, and no GA, EFW or centiles. - Burned-in calipers and measurement tables on the image are not read.
- 3D/4D volumes are not read.
Result sections
One run returns every section its input supports, at one price. Sections that cannot run say why (for example, not in input).
| Section | What it returns | Standards | Status |
|---|---|---|---|
Standard planes #planes | The plane of every frame (transthalamic, transventricular and transcerebellar head, AC plane, femur, thorax, maternal cervix, other) with its confidence and the key frame of each plane found.classifications · extensions | ISUOG Practice Guidelines (2019) | Since v1.0.0 |
Fetal biometry #biometry | BPD, OFD and HC on the head plane, TAD, APAD and AC on the abdomen, FL on the femur (outer-to-outer calipers, median of up to three frames each), with the caliper overlay of every measured frame; gestational age by HC (INTERGROWTH-21st) and by HC, AC and FL (Hadlock 1984); EFW (Hadlock 1985, HC-AC-FL); cephalic index, HC/AC, FL/AC and FL/BPD. Requires: Calibrated frames (DICOM ultrasound regions, or the pixel size option) for millimetres; second or third trimester.measurements · artifacts · quality | ISUOG Practice Guidelines (2019); ISUOG Practice Guidelines (2022); DICOM SR TID 5000 OB-GYN Ultrasound Procedure Report (2026d) | Since v1.0.0 |
Growth centiles #growth | Centiles and z-scores of HC, BPD, OFD, AC and FL (INTERGROWTH-21st fetal growth standards) and of the EFW (Hadlock 1991), with the size-for-gestational-age category (SGA < 10th, AGA, LGA > 90th centile) and the ISUOG work-up recommendation for SGA. Requires: The dating gestational age (options.dating), 14–40 weeks.scores · classifications · guidance | INTERGROWTH-21st fetal growth standards (2014); Hadlock in-utero fetal weight standard (1991); ISUOG Practice Guidelines (2020) | Since v1.0.0 |
Draft report #report | Opt-in draft report (findings, impression, limitations) written from the structured result; every number is validated against it.report | — | Since v1.0.0 |
Amniotic fluid #amniotic-fluid | Deepest vertical pocket and amniotic fluid index from quadrant images or a sweep; oligo- and polyhydramnios.measurements | — | Planned · P1 |
Placenta #placenta | Placental location and distance to the internal os (praevia, low-lying), accreta signs.findings | — | Planned · P2 |
Early pregnancy #early-pregnancy | Gestational sac, yolk sac, embryo, cardiac activity, MSD and CRL; intrauterine pregnancy and viability category.classifications · measurements | SRU early-pregnancy nonviability criteria (2013) | Planned · P1 |
Nuchal translucency #nt | NT, CRL, nasal bone and plane adequacy on the 11–14-week mid-sagittal view.measurements | FMF NT criteria | Planned · P2 |
Fetal heart screen #fetal-heart | Four-chamber, outflow-tract and three-vessel views, cardiothoracic ratio and screening flags.findings | ISUOG fetal cardiac screening (2023) | Planned · P2 |
Anomaly screen #anomaly-screen | ISUOG mid-trimester checklist completion and anomaly flags by region.findings | ISUOG Practice Guidelines (2022) | Planned · P2 |
Cervical length #cervix | Transvaginal cervical length and funnelling.measurements | — | Planned · P2 |
Labour progress #labor-progress | Angle of progression, head–symphysis distance and head direction on transperineal images.measurements | ISUOG intrapartum ultrasound (2018) | Planned · P2 |
Fetal presentation #presentation | Presentation and lie, number of fetuses and cardiac activity from sweeps, including blind sweeps.findings | — | Planned · P2 |
Fetal Doppler #doppler | Umbilical artery PI/RI and end-diastolic flow, MCA PI and PSV (MoM), CPR, uterine artery PI.measurements | ISUOG Doppler in obstetrics (2021) | Planned · P2 |
Validated performance
Numbers come only from MedRun's own evaluation harness (make bench (models/us-obstetric)), with dataset, split and date.
| Section | Metric | Value | Dataset | Date |
|---|---|---|---|---|
| planes | Plane accuracy (6 classes) | 0.93395% CI 0.927–0.939 | FETAL_PLANES_DB (official test (patient-disjoint)) · n=5271 | 2026-10-11 |
| planes | Plane accuracy (4 classes) | 0.90295% CI 0.87–0.932 | African fetal planes (5 centres) (all (external)) · n=450 | 2026-10-11 |
| biometry | BPD mean absolute error | 0.86 mm95% CI 0.73–1.05 | Multicentre Fetal Biometry FP (Head test) · n=880 | 2026-10-11 |
| biometry | HC mean absolute error | 2.53 mm95% CI 2.27–2.86 | Multicentre Fetal Biometry FP (Head test) · n=880 | 2026-10-11 |
| biometry | AC mean absolute error | 5.22 mm95% CI 4.2–6.47 | Multicentre Fetal Biometry FP (Abdomen test) · n=125 | 2026-10-11 |
| biometry | FL mean absolute error | 1.07 mm95% CI 0.92–1.24 | Multicentre Fetal Biometry FP (Femur test) · n=323 | 2026-10-11 |
| biometry | HC mean absolute error | 3.16 mm95% CI 2.58–3.88 | HC18 (Multicentre split) (Head test) · n=262 | 2026-10-11 |
| biometry | HC mean absolute error | 3.49 mm95% CI 2.74–4.37 | Multicentre Fetal Biometry UCL (Head test) · n=49 | 2026-10-11 |
| biometry | AC mean absolute error | 5.31 mm95% CI 2.83–8.5 | Multicentre Fetal Biometry UCL (Abdomen test) · n=36 | 2026-10-11 |
| biometry | FL mean absolute error | 1.27 mm95% CI 0.54–2.54 | Multicentre Fetal Biometry UCL (Femur test) · n=39 | 2026-10-11 |
Pricing
| Endpoint | Unit | Price |
|---|---|---|
| us/obstetric/interpret | request | $0.08 |
| Draft report (opt-in, options.report) | per run | +$0.02 |
- One price per study. Sections never change the price.
- Rejected inputs (for example, no ultrasound image in the upload) and failed runs are not charged.
Changelog
- v1.0.0Oct 11, 2026major
- First release of the obstetric ultrasound read: standard planes, fetal biometry with caliper overlays, GA, EFW, ratios and growth centiles.