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Record W4249589360 · doi:10.1017/cjn.2019.99

C.04 Comparison of clinical outcomes between posterior instrumented fusion with and without interbody fusion for isthmic spondylolisthesis

2019· article· en· W4249589360 on OpenAlexaffvenueabout
V Chan, A Nataraj

Bibliographic record

VenueCanadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques · 2019
Typearticle
Languageen
FieldMedicine
TopicSpine and Intervertebral Disc Pathology
Canadian institutionsAlberta Hospital Edmonton
Fundersnot available
KeywordsMedicineSpondylolisthesisOswestry Disability IndexStepwise regressionSpinal fusionBack painRetrospective cohort studySurgeryLow back painPhysical therapyInternal medicineLumbar

Abstract

fetched live from OpenAlex

Background: The purpose of this study is to compare 1-year postoperative clinical outcomes between posterior instrumented fusion with (P/TLIF) and without (PLF) interbody fusion in patients with isthmic spondylolisthesis. Methods: This is a multi-centre retrospective study using the Canadian Spine Outcomes and Research Network. Adult patients who received surgical management for isthmic spondylolisthesis were included in this study. The primary outcome was change in Oswestry Disability Index at 1-year. Secondary outcomes were change in EQ-5D, SF-12 PCS, back pain, leg pain, estimated blood loss, length of surgery, length of stay, rate of transfusions and adverse events. Descriptive statistics, Student t-test, Chi-Squared test, and stepwise multivariable regression were used for analysis. Results: A total of 300 patients (252 P/TLIF, 48 PLF) were included in this study. The mean age was 50 years. The P/TLIF group had poorer baseline leg pain scores (t=2.02, p=0.01). There were no significant differences in primary and secondary outcomes between the two groups. Addition of interbody fusion was not a significant variable in the stepwise multivariable regression analysis. Conclusions: There were no significant differences in clinical outcomes at 1 year. Addition of interbody fusion was not associated with higher complication rates or length of stay.

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)0.003
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 score0.069
Threshold uncertainty score0.137

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0050.000

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 head0.078
GPT teacher head0.373
Teacher spread0.295 · 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

Citations0
Published2019
Admission routes3
Has abstractyes

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