Percutaneous Lumbar Laser DiscDecompression: An Update of Current Evidence
Bibliographic record
Abstract
Background: Since the descriptions by Mixter and Barr of surgical treatment for rupture of the intervertebral disc in 1934, open surgical procedures have become a common practice. Disc herniations are often classified as being contained or non-contained. The results of open surgical discectomy for contained disc herniation have been poor. Consequently, several less invasive techniques have been developed including percutaneous lumbar laser disc decompression. Study Design: A systematic review of the literature of percutaneous lumbar laser disc decompression. Objective: The objective of this systematic review is to evaluate and update the clinical effectiveness of percutaneous lumbar laser discectomy in managing radicular pain secondary to contained disc herniation. Methods: The available literature on lumbar laser disc decompression in managing chronic low back and lower extremity pain was reviewed. Quality assessment and clinical relevance of randomized trials were graded according to the Cochrane Musculoskeletal Review Group criteria for interventional techniques, and observational studies according to the Newcastle-Ottawa Scale criteria. The level of evidence was classified as good, fair, and limited or poor based on the quality of evidence developed by the U.S. Preventive Services Task Force (USPSTF). Data sources included relevant literature identified through searches of PubMed and EMBASE from 1966 to September 2012, and manual searches of the bibliographies of known primary and review articles. Outcome Measures: Pain relief was the primary outcome measure. Other outcome measures were functional improvement, improvement of psychological status, opioid intake, and return-to-work. Short-term effectiveness was defined as effectiveness lasting one year or less, whereas, long-term effectiveness was defined as benefit persisting for greater than one year. Results: Based on USPSTF criteria, the indicated level of evidence for percutaneous lumbar laser disc decompression is limited for short- and long-term relief. Limitations: Although laser discectomy has been utilized for many years, there is a paucity of randomized clinical trials. Conclusion: This systematic review shows limited evidence for percutaneous lumbar laser disc decompression. Key words: Intervertebral disc disease, chronic low back pain, disc herniation, disc protrusion, radiculitis, contained disc herniation, mechanical disc decompression, percutaneous lumbar laser discectomy, laser assisted spinal endoscopy
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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 | 0.007 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.005 | 0.004 |
| Bibliometrics | 0.010 | 0.010 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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.
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".