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Record W2119662846 · doi:10.1017/s031716710000202x

Outpatient Lumbar Microdiscectomy: A Prospective Study in 122 Patients

2002· article· en· W2119662846 on OpenAlexaffvenue
Mark Bernstein

Bibliographic record

VenueCanadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques · 2002
Typearticle
Languageen
FieldMedicine
TopicSpine and Intervertebral Disc Pathology
Canadian institutionsToronto Western HospitalUniversity of TorontoUniversity Health Network
Fundersnot available
KeywordsMedicineSurgeryLumbarOutpatient surgeryOutpatient clinicProspective cohort studyElective surgeryAnesthesiaAmbulatoryInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Outpatient surgery saves the risk of nosocomial complications and health care dollars. Patients undergoing lumbar microsurgical discectomy are excellent candidates for outpatient surgery. The object of this study was to examine the feasibility of performing lumbar microdiscectomy on an outpatient protocol and to examine the potential savings associated with such a protocol. METHODS: From February 1997 to September, 2001, 122 consecutive patients of the senior author were entered into a protocol of outpatient lumbar microdiscectomy. Only elective cases were considered for this study. Patients were excluded if they had significant co-morbidities, lived a significant distance out of town, or if their surgery was scheduled too late in the day. Success was defined as discharge home from the day-surgery unit approximately four hours after surgery. RESULTS: During the study period, 150 elective lumbar microdiscectomies were performed. Twenty-four patients were excluded based on the above criteria and four patients requested not to participate in the study. Of the remaining 122, 116 successfully completed the protocol (95.1%). Six patients were admitted from the day surgery unit; two patients with dural tears and four patients with anaesthetic side-effects. No patient was readmitted to hospital after discharge and no complications of early discharge were observed. There was a total reduction in hospitalization of 1.2 nights per elective procedure considering the 150 patients, when compared with the hospitalization times prior to outpatient lumbar microdiscectomy. CONCLUSIONS: Lumbar microdiscectomy can be performed safely as an outpatient procedure, resulting in a substantial reduction in hospitalization times.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.041
GPT teacher head0.283
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 source (direct Gemma or distilled Codex), 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

Citations62
Published2002
Admission routes2
Has abstractyes

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