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Record W4409554779 · doi:10.1093/pch/pxae045

Home-based phototherapy for neonatal hyperbilirubinemia: A one-time Canadian Paediatric Surveillance Program Survey

2025· article· en· W4409554779 on OpenAlexaffabout
Katy Young, Charlotte Moore Hepburn, Michael R. Miller, Farah Abdulsatar

Bibliographic record

VenuePaediatrics & Child Health · 2025
Typearticle
Languageen
FieldMedicine
TopicNeonatal Health and Biochemistry
Canadian institutionsChildren’s Health Research InstituteHospital for Sick ChildrenWestern University
Fundersnot available
KeywordsMedicinePediatricsAdverse effectEmergency medicineFamily medicineInternal medicine

Abstract

fetched live from OpenAlex

Objectives: Home-based phototherapy (HP) has gained traction as an alternative to hospital-based treatment for neonatal hyperbilirubinemia, but the safety of this practice remains unclear. This study aimed to identify adverse events (AEs) associated with HP in Canada. Methods: A one-time survey, distributed through the Canadian Paediatric Surveillance Program, collected retrospective data from paediatricians. The survey included questions about the use of HP, AEs associated with HP, potential HP AE risk factors, and outcomes. A descriptive statistical analysis was conducted. Results: The survey response rate was 31% (844/2741), with 497 respondents indicating that they provide care for neonatal hyperbilirubinemia. Among those 497 respondents, 58 (12%) reported working at a centre that provides HP. AEs were reported by 15 (3%) physicians with 21 cases of AEs associated with HP in the preceding 12 months. Most AEs resulted in admissions or readmissions to the hospital for inpatient phototherapy. No serious AEs or long-term consequences were reported. Risk factors were identified in 67% of cases, with infant-related factors identified more frequently than provider, system, or family-related factors. Formal protocols for patient assessment and follow-up were in place at most centres that provide HP. Conclusion: This survey revealed no serious AEs related to HP, as reported by paediatricians in Canada, in the preceding 12 months. The survey also revealed that while HP is available in Canada, there is limited access and a lack of standardization to its administration. This study provides valuable insights into the safety and practice of HP for neonatal hyperbilirubinemia in Canada.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.274
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.012
GPT teacher head0.291
Teacher spread0.279 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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