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Record W3165273428 · doi:10.21037/tp-21-36

Cost of neonatal intensive care for extremely preterm infants in Canada

2021· article· en· W3165273428 on OpenAlexaffabout
Asaph Rolnitsky, Sharon Unger, David R. Urbach, Chaim M. Bell

Bibliographic record

VenueTranslational Pediatrics · 2021
Typearticle
Languageen
FieldMedicine
TopicNeonatal Respiratory Health Research
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMedicineIntensive carePediatricsEmergency medicineIntensive care medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Neonatal intensive care is expensive and prolonged. Extremely preterm infants are routinely supported. The costs for this practice at the age of borderline viability are of interest to clinicians and policymakers. METHODS: We analyzed data from the Canadian national administrative database on total cost and length of hospital care from a public payor perspective for 23-28-week premature infants from 2011 to 2015. We also compared total and daily costs for 23-25-week newborns. Each comparison evaluated the total cohort and infants who lived more than 3 days. We used non-parametric tests, correlation tests, and generalized linear models for cost difference analysis, adjusting for survival, length of stay, and year. RESULTS: We analyzed 6,932 infants' cost records. For all infants, median length of hospital stay was 41 days (IQR, 1-77 days). For infants who survived the first 3 days, median length of stay was 61 days (IQR, 34-90 days). The median total cost was $66,669 (IQR, $4,920-$125,550). For infants who survived the first 3 days, median total cost was $91,137 (IQR, $56,596-$188,757). For infants who survived the first 3 days, median total costs were $147,835 (IQR, $44,711-$233,847) for 23-week infants, $154,736 (IQR, $61,160-$248,290) for 24-week infants, and $130,317 (IQR, $79,737-$229,058) for 25-week infants. These amounts did not differ (P>0.7). CONCLUSIONS: Total and daily costs of neonatal intensive care are high. Total cost was not different between surviving 23-25-week infants. These findings highlight the need for a funding strategy for the routine support of these fragile infants.

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.547
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.075
GPT teacher head0.364
Teacher spread0.289 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations18
Published2021
Admission routes2
Has abstractyes

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