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Record W4255796164 · doi:10.1017/cjn.2019.222

P.133 Minimally invasive MetrX microdiskectomy for lumbar disc herniation: review of long-term outcomes

2019· article· en· W4255796164 on OpenAlexaffvenueabout
MN Kindrachuk, A Persad, E Noyes, AS Wu, DR Fourney

Bibliographic record

VenueCanadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques · 2019
Typearticle
Languageen
FieldMedicine
TopicSpine and Intervertebral Disc Pathology
Canadian institutionsSaskatoon Medical Imaging
Fundersnot available
KeywordsMedicineSurgeryLumbarStatistical significanceCauda equina syndromeBack painInvasive surgeryLumbar disc herniationLow back painVisual analogue scaleAnesthesiaInternal medicine

Abstract

fetched live from OpenAlex

Background: Lumbar microdiskectomy is amongst the most common neurosurgical techniques. In Saskatoon, minimally invasive microdiskectomy using the MetrX tubular retractor system has become a routinely performed procedure. While the outcomes of microdiskectomy are known to be similar to open technique, long term outcomes have not been reported. Methods: We performed a retrospective study of 160 minimally invasive microdiskectomies. We excluded subjects with cauda equina syndrome, redo surgery, fusions, and multi-level decompressions. We used one-way ANOVA to compare VAS, ODI, SF36, and EQ5D scores at pre-operative, 6-week postoperative, and long-term timepoints. Results: The mean pre-operative back pain VAS score was 6.23+/−2.63, 6-week post-operative follow-up VAS was 3.21+/−2.49, and long-term follow-up VAS was 2.56+/−2.45. The mean preoperative leg pain VAS score was 7.66+/−1.99, 6-week follow-up VAS was 3.56+/−2.79, final follow-up VAS was 2.20+/−2.57. The mean preoperative ODI score was 60.41+/−13.97; falling to 32.54+/−20.57 at 6-week follow up, and further to 24.50+/−20.97 at long term follow up. The mean baseline EQ5D quality of life score was 46.4+/−18.1, 68.9+/−20.2 at 6-week follow up and 69.3+/−20.3 at final review. Data reached statistical significance. Conclusions: We report good outcomes for minimally invasive microdiskectomy that are as durable as published results using open technique.

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)0.002
metaresearch head score (Gemma)0.005
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: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.004
Threshold uncertainty score0.012

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0040.006
Science and technology studies0.0000.001
Scholarly communication0.0010.002
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.050
GPT teacher head0.325
Teacher spread0.275 · 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
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

Citations0
Published2019
Admission routes3
Has abstractyes

Explore more

Same venueCanadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques→Same topicSpine and Intervertebral Disc Pathology→French-language works237,207→