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Record W2794328081 · doi:10.1093/neuros/nyy051

Comparison of Anterior Cervical Discectomy and Fusion to Posterior Cervical Foraminotomy for Cervical Radiculopathy: Utilization, Costs, and Adverse Events 2003 to 2014

2018· article· en· W2794328081 on OpenAlexaff
Christopher D. Witiw, Fabrice Smieliauskas, John E. OʼToole, Michael G. Fehlings, Richard G. Fessler

Bibliographic record

VenueNeurosurgery · 2018
Typearticle
Languageen
FieldMedicine
TopicCervical and Thoracic Myelopathy
Canadian institutionsUniversity of Toronto
FundersUniversity of Chicago
KeywordsMedicineAnterior cervical discectomy and fusionForaminotomyCervical radiculopathyCohortPropensity score matchingSurgeryAdverse effectConfidence intervalCohort studyInternal medicineCervical spine

Abstract

fetched live from OpenAlex

BACKGROUND: Surgery for cervical radiculopathy is often approached by either anterior cervical discectomy and fusion (ACDF) or posterior cervical foraminotomy (PCF). ACDF is more common; however, recent single center studies suggest comparable efficacy and significant cost savings with PCF in appropriately selected patients. OBJECTIVE: To compare utilization, adverse events, and costs for each approach from a national perspective. METHODS: Adults undergoing single level ACDF or PCF for cervical radiculopathy were included from a US commercial health insurance claims database spanning 2003 to 2014. Outcomes consisted of mortality, adverse events, length of stay, and total payments to the health provider. Propensity score matching balanced the groups on observed baseline covariates. RESULTS: The PCF cohort comprised 4851 subjects and the ACDF cohort included 46 147. A greater proportion of PCF cases were discharged on the same day (70.6% vs 46.1%; P < .001). Mortality (0.1/1000, P = .012), vascular injury (0.2/1000, P = .001), postoperative dysphagia/dysphonia (14.5/1000, P < .001), cutaneous cerebrospinal fluid leak (0.2/1000, P = .002), and deep venous thrombosis (0.9/1000, P = .013) occurred more frequency in the ACDF cohort. Conversely, wound infections (14.6/1000, P < .001) and 30-d readmissions (9.8/1000, P < .001) were more frequent in the PCF cohort. Mean unadjusted total payments for the PCF cohort were $15 281 ± 12 225 and $26 849 ± 16 309 for ACDF. Matched difference was -$11 726 [95% confidence interval: -$12 221, -$11 232, P < .001] favoring PCF. CONCLUSION: Within the inherent limitations of administrative data, our findings suggest an opportunity for value improvement in managing cervical radiculopathy and indicate a need for large-scale comparative study of clinical outcomes and costs.

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.123
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.034
GPT teacher head0.340
Teacher spread0.306 · 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

Citations47
Published2018
Admission routes1
Has abstractyes

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