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Record W4280588006 · doi:10.1038/s41372-022-01412-7

Variations in practices and outcomes of neonates with hypoxic ischemic encephalopathy treated with therapeutic hypothermia across tertiary NICUs in Canada

2022· article· en· W4280588006 on OpenAlexafffundabout
Marc Beltempo, Pia Wintermark, Khorshid Mohammad, Elias Jabbour, Jehier Afifi, Sandesh Shivananda, Deepak Louis, Stephanie Redpath, Kyong‐Soon Lee, Carlos Fajardo, Prakesh S. Shah, Shoo K. Lee, Jaideep Kanungo, Joseph Ting, Zenon Cieslak, Rebecca Sherlock, Ayman Abou Mehrem, Jennifer Toye, Khalid Aziz, Jaya Bodani, Lannae Strueby, Mary Seshia, Ruben Alvaro, Amit Mukerji, Orlando da Silva, Sajit Augustine, Brigitte Lemyre, Thierry Daboval, Faiza Khurshid, Victoria Bizgu, Keith J. Barrington, Anie Lapointe, Guillaume Éthier, Christine Drolet, Bruno Piedbœuf, Martine Claveau, Marie St‐Hilaire, Valérie Bertelle, Édith Massé, Roderick Canning, Hala Makary, Cecil Ojah, Luis Monterrosa, Julie Emberley, Andrzej Kajetanowicz

Bibliographic record

VenueJournal of Perinatology · 2022
Typearticle
Languageen
FieldMedicine
TopicNeonatal and fetal brain pathology
Canadian institutionsJaneway Children's Health and Rehabilitation CentreDr. Everett Chalmers Regional HospitalCentre Hospitalier Universitaire de SherbrookeHôpital Maisonneuve-RosemontMontreal Children's HospitalCentre hospitalier universitaire de QuébecJewish General HospitalKingston General HospitalMoncton HospitalCentre Hospitalier Universitaire Sainte-JustineOttawa HospitalSunnybrook Health Science CentreWindsor Regional HospitalLondon Health Sciences CentreSt. Boniface HospitalUniversity of CalgaryHealth Sciences CentreHamilton Health SciencesRoyal University HospitalIzaak Walton Killam Health CentreRoyal Alexandra HospitalB.C. Women's Hospital & Health CentreFoothills Medical CentreHospital for Sick ChildrenVictoria General HospitalMount Sinai HospitalRoyal Columbian HospitalSurrey Memorial HospitalSaint John Regional HospitalUniversity of British ColumbiaChildren's Hospital of Eastern OntarioUniversity of ManitobaSickKids FoundationRegina General HospitalUniversity of TorontoDalhousie UniversityMcGill University Health Centre
FundersCanadian Institutes of Health ResearchGovernment of Canada
KeywordsMedicineHypothermiaIntensive careHypoxic Ischemic EncephalopathyTertiary careEncephalopathyNeonatologyInotropeNeurointensive careRetrospective cohort studyAnesthesiaNeonatal encephalopathyPediatricsEmergency medicineIntensive care medicineInternal medicine

Abstract

fetched live from OpenAlex
No abstract in any covered source. Its absence is recorded, not treated as a negative.

No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

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)0.000
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 score0.099
Threshold uncertainty score0.956

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.010
GPT teacher head0.258
Teacher spread0.248 · 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

Citations24
Published2022
Admission routes3
Has abstractno

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