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Record W3122719615 · doi:10.1542/peds.2020-027797

Appendectomy Versus Observation for Appendicitis in Neutropenic Children With Cancer

2021· article· en· W3122719615 on OpenAlexaff
Benjamin T. Many, Timothy B. Lautz, Sarah Dobrozsi, Katheryn Hope Wilkinson, Jenna Rossoff, Annie Le‐Nguyen, Nawar Dakhallah, Nelson Piché, Whitney Weinschenk, Jo Cooke-Barker, Catherine J. Goodhue, Abigail K. Zamora, Eugene S. Kim, Lindsay J. Talbot, Oswaldo Gomez Quevedo, Andrew J. Murphy, Sarah Jane Commander, Elisabeth T. Tracy, Scott S. Short, Rebecka L. Meyers, Hannah Rinehardt, Jennifer H. Aldrink, Todd E. Heaton, Michael V. Ortiz, Reto M. Baertschiger, Kaitlyn Wong, Eveline Lapidus‐Krol, Andreana Bütter, Jacob Davidson, Rebecca Stark, Akila B. Ramaraj, Marcus M. Malek, Rosemarie Mastropolo, Katrina M. Morgan, Joseph Murphy, Kevin C. Janek, Hau D. Le, Roshni Dasgupta, Dave R. Lal

Bibliographic record

VenuePEDIATRICS · 2021
Typearticle
Languageen
FieldMedicine
TopicAppendicitis Diagnosis and Management
Canadian institutionsHospital for Sick ChildrenSickKids FoundationUniversity of TorontoWestern UniversityLondon Health Sciences CentreCentre Hospitalier Universitaire Sainte-Justine
Fundersnot available
KeywordsMedicineAppendicitisChemotherapyGeneral surgeryAcute appendicitisIntensive care medicineSurgery

Abstract

fetched live from OpenAlex

OpenAlex records an abstract for this work, but it could not be fetched just now.

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 score0.012
Threshold uncertainty score0.530

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.036
GPT teacher head0.305
Teacher spread0.269 · 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

Citations16
Published2021
Admission routes1
Has abstractyes

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