Condition-Specific Growth Charts for Children With Alagille Syndrome
Bibliographic record
Abstract
Importance: Different degrees of growth delay have been reported in children with Alagille syndrome (ALGS), yet these patients are routinely evaluated using standard growth charts. Objective: To develop condition-specific growth charts for ALGS using modern statistical approaches. Design, Setting, and Participants: This case series used data from the international, multicenter Global Alagille Alliance (GALA) study accrued between May 14, 2018, and March 20, 2023. Children born at full term between January 1, 1997, and August 31, 2019, with a clinically and/or genetically confirmed ALGS diagnosis and their native liver were included. Data from children with a known history of prematurity were excluded for the development of the growth charts. Data were analyzed from March 25, 2023, to December 30, 2024. Exposure: Growth of children with Alagille syndrome. Main Outcomes and Measures: Generalized additive models for location scale and shape were fitted to generate percentile plots for weight and height relative to age and superimposed on US Centers for Disease Control and Prevention (CDC) growth charts to illustrate differences in growth patterns compared with children with typical development. Results: Data from 1204 children with ALGS in overlapping cohorts (median [IQR] gestational age, 38 [37-39] weeks) were analyzed (1204 in the weight cohort; 695 boys [57.7%]; 9855 weight observations; 995 with neonatal cholestasis [82.6%]; 306 receiving a liver transplant [25.4%]; 98 deaths [8.1%] and 1106 in the height cohort, 635 boys [57.4%]; 8464 height observations; 906 with neonatal cholestasis [81.9%]; 287 receiving a liver transplant [25.9%]; 86 deaths [7.8%]) were included for the modeling of the weight-for-age and height-for-age charts, respectively. The median birth weight was 2.8 kg (IQR, 2.5-3.0 kg) for boys and 2.6 kg (IQR, 2.4-2.9 kg) for girls. The median birth length was 48.0 cm (IQR, 46.0-50.0 cm) for boys and 47.0 cm (IQR, 45.0-49.0 cm) for girls. The weight-for-age and height-for-age growth charts for boys and girls with AGLS differed significantly from CDC growth charts. The estimated height at age 18 years corresponded to the 50th percentile was 171.5 cm for boys and 156.5 cm for girls on the condition-specific charts vs 176 cm and 163 cm, respectively, on the CDC growth charts. Conclusions and Relevance: These findings suggest that condition-specific growth charts for ALGS may provide a crucial tool for clinicians to evaluate growth and aid in decision-making around listing children for liver transplant.
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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 | 0.008 | 0.033 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.008 | 0.006 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".