The incidence of congenital scoliosis in infants with tetralogy of Fallot based on chest radiographs
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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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".