Modic Change and Clinical Assessment Scores in Patients Undergoing Lumbar Surgery for Disk Herniation
Bibliographic record
Abstract
STUDY DESIGN: Retrospective cohort study. OBJECTIVE: To examine the relationship between preoperative Modic change (MC) and postoperative clinical assessment scores for patients receiving lumbar discectomy or transforaminal lumbar interbody fusion for lumbar disk herniation. SUMMARY OF BACKGROUND DATA: Lumbar disk herniation is a risk factor for MC development. MC on spinal magnetic resonance imaging (MRI) has been associated with worse preoperative and postoperative clinical assessment scores. MATERIALS AND METHODS: We reviewed data for 285 primary single-level surgeries. Preoperative and 12-month postoperative assessment scores were recorded using the visual analog scale leg pain, Oswestry Disability Index, and Short Form-36 Physical Component Summary. MC subgroup on preoperative MRI was recorded by a single neuroradiologist. RESULTS: One hundred seventy-nine patients (female, 56%; age-53±13 y) with preoperative MRI were included. Age and sex were similar across MC subgroups. The sample prevalence of MC on preoperative MRI was 62%, and MC2 was the most common subgroup (35%). No differences in preoperative assessment scores were identified, regardless of presence or absence of MC. For the overall cohort, improvement in assessment scores were observed: Short Form-36 improved an average of 8.2 points [95% CI (95% CI), 5.8-10.7], Oswestry Disability Index by 11.3 points (95% CI, 8.7-14.0), and visual analog scale by 2.8 points (95% CI, 2.1-3.5). In nearly all cases, MCID values were met, even when stratifying by MC subgroup. Few differences in postoperative assessment scores were identified when comparing across MC1, MC2, or no MC groups. CONCLUSIONS: Statistically and clinically significant improvement in postoperative clinical assessment scores was observed for both lumbar discectomy and transforaminal lumbar interbody fusion groups. MC on preoperative MRI was not associated with worse preoperative or postoperative clinical assessment scores. LEVEL OF EVIDENCE: Level III.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".