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Record W4379347366 · doi:10.1017/cjn.2023.237

P.149 Enhanced Recovery after Surgery (ERAS) in Anterior Cervical Discectomy and Fusion (ACDF). A single center retrospective analysis of prospective collected data

2023· article· en· W4379347366 on OpenAlexaffvenue
Davaine Joel Ndongo Sonfack, Zhaoyang Wang, Ghassan Boubez, Jesse Shen, Daniel Shédid, Sung-Joo Yuh

Bibliographic record

VenueCanadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques · 2023
Typearticle
Languageen
FieldMedicine
TopicEnhanced Recovery After Surgery
Canadian institutionsHéma-Québec
Fundersnot available
KeywordsMedicineAnterior cervical discectomy and fusionSurgeryDysphagiaRetrospective cohort studyDemographicsSingle CenterPatient satisfactionCervical spine

Abstract

fetched live from OpenAlex

Background: Enhanced recovery after surgery (ERAS) concept has been implemented in many surgical specialties, with improved surgical and clinical outcomes, all while decreasing hospital cost. We have established a single center ERAS protocol for Anterior Cervical Discectomy and Fusion (ACDF) same-day surgeries. Methods: A retrospective analysis of prospective collected data of all patients undergoing one to two level ACDF surgeries at the CHUM based on a patient selection criteria’s list. Demographics, BMI, patient report outcome measures (NDI, VAS, mJOA), operative time, wake up time, time in recovery room and time till discharge were analysed. Complications were also noted. Results: When compared to our pre-ERAS group, our study showed that an ERAS protocol in select patients is not associated with any peri-operative complications, no 30-day / 90-day readmissions, nor any conversion to admission. All patients were safely discharged as planned. Operative length was similar. There was no dysphagia noted. There was improvement in all PROMs. Conclusions: ERAS protocol for ACDF same day surgeries in carefully selected patients is safe and provide same clinical outcomes. Meticulous surgical techniques, close post operative observation with a follow-up telephone call the next day are all key in assuring a safe and successful surgery and patient discharge.

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)0.004
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.142
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.008
Science and technology studies0.0010.004
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.032
GPT teacher head0.274
Teacher spread0.242 · 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.

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

Citations0
Published2023
Admission routes2
Has abstractyes

Explore more

Same venueCanadian Journal of Neurological Sciences / Journal Canadien des Sciences NeurologiquesSame topicEnhanced Recovery After SurgeryFrench-language works237,207