The incidence of congenital scoliosis in infants with tetralogy of Fallot based on chest radiographs
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Early diagnosis is critical in patients with congenital scoliosis to identify vertebral defects that have a high risk for progression. A review of the medical records and chest radiographs for 562 patients who underwent corrective surgery for tetralogy of Fallot (TOF) at our institution between 1992 and 2007 was conducted. Of the 364 patients examined in the study, 12 patients (3.3%), six girls and six boys, had a positive diagnosis of congenital scoliosis confirmed by examination of radiographs. This incidence is significantly higher than both the incidence reported in prior studies (0-1.4%) and in the general population (0.05-0.10%). Given that patients with TOF routinely undergo chest radiograph, physicians examining chest radiographs of TOF patients should be aware of the potential for congenital scoliosis to provide early diagnosis and referral for orthopaedic evaluation and treatment.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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 it