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Record W4387859991 · doi:10.3390/curroncol30100677

Enhanced Recovery after Surgery (ERAS) for Minimally Invasive Gynecologic Oncology Surgery: A Review

2023· review· en· W4387859991 on OpenAlexaffvenue
Christa Aubrey, Gregg Nelson

Bibliographic record

VenueCurrent Oncology · 2023
Typereview
Languageen
FieldMedicine
TopicEnhanced Recovery After Surgery
Canadian institutionsUniversity of CalgaryUniversity of Alberta
Fundersnot available
KeywordsMedicineGynecologic oncologyInvasive surgerySurgical oncologyMEDLINEGeneral surgerySurgeryIntensive care medicine

Abstract

fetched live from OpenAlex

Enhanced recovery after surgery (ERAS) has established benefits in open gynecologic oncology surgery. However, the benefits for gynecologic oncology patients undergoing minimally invasive surgery (MIS) are less well defined. We conducted a review of this topic after a comprehensive search of the peer-reviewed literature using MEDLINE and PubMed databases. Our search yielded 25 articles, 14 of which were original research articles, in 10 distinct patient cohorts describing ERAS in minimally invasive gynecologic oncology surgery. Major benefits of ERAS in MIS included: decreased length of stay and increased rates of same-day discharge, cost-savings, decreased opioid use, and increased patient satisfaction. ERAS in minimally invasive gynecologic oncology surgery is an area of great promise for both patients and the healthcare system.

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)0.005
metaresearch head score (Gemma)0.020
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Meta-epidemiology (broad), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.666
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.020
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0170.007
Bibliometrics0.0020.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0010.002

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 head0.247
GPT teacher head0.452
Teacher spread0.205 · 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; both teacher heads agree on what is shown here.

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

Citations15
Published2023
Admission routes2
Has abstractyes

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