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Record W4411123121 · doi:10.1002/ccr3.70558

Sutureless Abdominal Closure in Monozygotic Twin With Gastroschisis: A Case Report From Muhimbili National Hospital, Tanzania

2025· article· en· W4411123121 on OpenAlexaff
Rajabu Bakari, Alfred Chibwae, Rajab Msemo, William Kahabi, Caroline S. Kanuti, Salma Ali, Godfrey Sama Philipo, Zaitun Bokhary, Judith Lindert, Kokila Lakhoo

Bibliographic record

VenueClinical Case Reports · 2025
Typearticle
Languageen
FieldMedicine
TopicCongenital Anomalies and Fetal Surgery
Canadian institutionsUniversity of British Columbia Hospital
Fundersnot available
KeywordsGastroschisisMedicineTanzaniaAbdominal wallObstetricsAbdominal wall defectClosure (psychology)NeonatologyMonozygotic twinFetusPediatricsPregnancySurgery

Abstract

fetched live from OpenAlex

Twin gastroschisis pregnancies poses challenges in prenatal diagnosis especially for multiple pregnancies among radiologists, and therefore impacts postnatal care by neonatologists and pediatric surgeons. This case emphasizes the successful management of twin babies born with gastroschisis, highligting the role of sutureless abdominal closure to the survival of twin babies.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.174
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.021
GPT teacher head0.329
Teacher spread0.309 · 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 designCase report
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 routes1
Has abstractyes

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