MétaCan
Menu
Back to cohort
Record W4301394182 · doi:10.1038/s41390-022-02295-2

Neuroprotective therapies in the NICU in term infants: present and future

2022· review· en· W4301394182 on OpenAlexaff
Eleanor J. Molloy, Mohamed El‐Dib, Sandra E. Juul, Manon J.N.L. Benders, Fernando F. Gonzalez, Cynthia F. Bearer, Yvonne W. Wu, Nicola J. Robertson, Tim Hurley, Aoife Branagan, C. Michael Cotten, Sidhartha Tan, Abbot R. Laptook, Topun Austin, Khorshid Mohammad, Elizabeth E. Rogers, Karen Luyt, Sonia L. Bonifacio, Janet S. Soul, Alistair J. Gunn, Pia Wintermark, Hany Aly, Taeun Chang, Vann Chau, Hannah C. Glass, Monica E. Lemmon, An N. Massaro, Courtney J. Wusthoff, Gabrielle deVeber, Andrea C. Pardo, Melisa Carrasco McCaul

Bibliographic record

VenuePediatric Research · 2022
Typereview
Languageen
FieldMedicine
TopicNeonatal and fetal brain pathology
Canadian institutionsMcGill UniversityMontreal Children's HospitalUniversity of CalgaryHospital for Sick ChildrenTrinity College
FundersNational Institute of Neurological Disorders and Stroke
KeywordsMedicineNeuroprotectionEncephalopathyHypothermiaPsychological interventionIntensive care medicineMelatoninNeonatal encephalopathyClinical trialErythropoietinPediatricsAnesthesiaPharmacologyInternal medicinePsychiatry

Abstract

fetched live from OpenAlex

Outcomes of neonatal encephalopathy (NE) have improved since the widespread implementation of therapeutic hypothermia (TH) in high-resource settings. While TH for NE in term and near-term infants has proven beneficial, 30-50% of infants with moderate-to-severe NE treated with TH still suffer death or significant impairments. There is therefore a critical need to find additional pharmacological and non-pharmacological interventions that improve the outcomes for these children. There are many potential candidates; however, it is unclear whether these interventions have additional benefits when used with TH. Although primary and delayed (secondary) brain injury starting in the latent phase after HI are major contributors to neurodisability, the very late evolving effects of tertiary brain injury likely require different interventions targeting neurorestoration. Clinical trials of seizure management and neuroprotection bundles are needed, in addition to current trials combining erythropoietin, stem cells, and melatonin with TH. IMPACT: The widespread use of therapeutic hypothermia (TH) in the treatment of neonatal encephalopathy (NE) has reduced the associated morbidity and mortality. However, 30-50% of infants with moderate-to-severe NE treated with TH still suffer death or significant impairments. This review details the pathophysiology of NE along with the evidence for the use of TH and other beneficial neuroprotective strategies used in term infants. We also discuss treatment strategies undergoing evaluation at present as potential adjuvant treatments to TH in NE.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.002
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.114
GPT teacher head0.423
Teacher spread0.308 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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

Citations86
Published2022
Admission routes1
Has abstractyes

Explore more

Same venuePediatric ResearchSame topicNeonatal and fetal brain pathologyFrench-language works237,207