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Record W2328247296 · doi:10.1097/brs.0000000000001462

Comparative Effectiveness and Economic Evaluations of Open Versus Minimally Invasive Posterior or Transforaminal Lumbar Interbody Fusion

2016· review· en· W2328247296 on OpenAlexaff
Christina L. Goldstein, Frank M. Phillips, Y. Raja Rampersaud

Bibliographic record

VenueSpine · 2016
Typereview
Languageen
FieldMedicine
TopicSpine and Intervertebral Disc Pathology
Canadian institutionsToronto Western Hospital
FundersNuVasive
KeywordsMedicinePerioperativeSurgeryLumbarSpinal fusionAdverse effectCost effectivenessMeta-analysisRandomized controlled trialMEDLINELumbar vertebraeComparative effectiveness researchInternal medicine

Abstract

fetched live from OpenAlex

STUDY DESIGN: Systematic review of randomized and nonrandomized comparative studies. OBJECTIVE: To summarize the literature examining comparative effectiveness and economic evaluation of minimally invasive versus open transforaminal/posterior lumbar interbody fusion (T/PLIF). SUMMARY OF BACKGROUND DATA: Minimally invasive approaches to lumbar fusion have been proposed as an alternative to open surgery to decrease patient morbidity and improve clinical and patient-reported outcomes, with the possibility of secondary cost-savings. The comparative clinical and economic effectiveness of minimally invasive versus open T/PLIF remains largely undetermined. METHODS: A systematic review of Medline, EMBASE, Web of Science, and Cochrane from database inception to September 2015 inclusive was performed. Reference lists were manually searched. Studies comparing MIS to open T/PLIF for degenerative lumbar conditions, including at least 10 patients in each arm and reporting at least one clinical, perioperative, radiographic, adverse event, or economic outcome, were included. RESULTS: Between database inception and October 2015, 45 studies meeting inclusion criteria were identified with 3472 subjects undergoing MIS fusion and 5925 having an open procedure. There were no significant differences in operative time between the two groups, whereas patients undergoing MIS fusion consistently demonstrated less blood loss (16.1-88.7%) and shorter hospital stays (15.0-64.0% shorter). There was no difference in variably reported VAS, ODI, SF-36, SF-12, or EQ-5D scores between the two techniques at intermediate to long-term follow-up (12-60 months). Complication rates and fusion rates were also equivalent between the two groups. Economic studies demonstrate cost-savings in favor of MIS fusion ranging from 2.5 to 49.3%. CONCLUSION: Limited quality comparative observational cohort and randomized controlled studies of MIS versus open T/PLIF consistently demonstrate improved perioperative outcomes including operative time, estimated blood loss, and length of stay with no significant difference in patient-reported outcomes or complication rates between the two groups at final follow-up. Increasing economic data suggest both direct and indirect cost-savings in favor of MIS fusion. LEVEL OF EVIDENCE: N/A.

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)0.033
metaresearch head score (Gemma)0.111
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.033
Threshold uncertainty score0.173

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0330.111
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0160.016
Bibliometrics0.0100.008
Science and technology studies0.0010.002
Scholarly communication0.0040.003
Open science0.0020.002
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0060.000

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 head0.128
GPT teacher head0.464
Teacher spread0.336 · 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 designSystematic review
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

Citations76
Published2016
Admission routes1
Has abstractyes

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