Point-of-care ultrasound for evaluation of vaginal bleeding or abdominal pain in early pregnancy
Bibliographic record
Abstract
OBJECTIVE: To evaluate the use of point-of-care ultrasound (POCUS) for the assessment of patients experiencing first-trimester bleeding or abdominal pain by family physicians working in family medicine clinics following first-trimester POCUS training and certification. DESIGN: Multisite, retrospective chart review. SETTING: Two hospital-affiliated academic family medicine clinics in Toronto, Ont. PARTICIPANTS: Twelve family physicians who completed a first-trimester POCUS training and certification course. MAIN OUTCOME MEASURES: The primary outcome was the proportion of family physicians using POCUS during their evaluations of patients in the first trimester of pregnancy in the 6 months following the FPs' successful completion of the Family Medicine Obstetrical Ultrasound (FaMOUS) course. Secondary outcomes included indications for POCUS use, diagnostic accuracy of POCUS compared with radiologist-interpreted ultrasound, pregnancy outcomes, and emergency department visits within 10 days of the index family medicine clinic visit. RESULTS: Of the 12 certified family physicians, 7 (58.3%) used POCUS during their assessments of first-trimester patients during the study period. The FPs used POCUS with 56 patients for the following indications: 11 (19.6%) had only vaginal bleeding, 5 (8.9%) had only abdominal pain, and 8 (14.3%) had both vaginal bleeding and abdominal pain; the indication for 32 patients (57.1%) was unclear. Forty-six patients (82.1%) underwent a subsequent radiologist-interpreted ultrasound within 10 days of the index POCUS test. Compared with radiologist-interpreted ultrasound, POCUS had a sensitivity of 91.3% (95% CI 79.2% to 97.6%) for documenting intrauterine pregnancy and a sensitivity of 81.4% (95% CI 66.6% to 91.6%) for documenting the presence of fetal cardiac activity. CONCLUSION: Following a first-trimester POCUS certification course, family physicians used POCUS for the assessment of first-trimester patients with varying frequency and for indications other than vaginal bleeding or abdominal pain. Further study is needed to assess the clinical impact of office-based POCUS, unforeseen barriers and facilitators to its use, and patient and provider preferences.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".