Impact of ultrasound in diagnosis of hydatidiform mole in early pregnancy
Bibliographic record
Abstract
BACKGROUND: This study aims to assess current evidence of ultrasound in diagnosis of hydatidiform mole (HM) in early pregnancy (EP). METHODS: This study will incorporate case-control study on investigating the impact of ultrasound in diagnosis of HM in EP. Potential articles will be retrieved in electronic databases of Cochrane Library, MEDLINE/PUBMED, EMBASE, PsycINFO, WANGFANG, and CNKI from inception to the present. Conference proceeding, website of clinical trial registry, and reference list of key articles will be examined for additional studies. Two independent researchers will scan and select studies, collect and manage data, and appraise methodological quality of all eligible studies. We will carry out summary effect size, statistical heterogeneity, synthesize, and analyze outcome data. RESULTS: This study will summarize present evidence to assess the accuracy of ultrasound in diagnosis of HM in EP. CONCLUSION: This study may provide evidence for ultrasound in diagnosis of HM in EP, which may benefit both patients and clinicians. STUDY REGISTRATION: INPLASY202080080.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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".