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Record W7115031231

A Primer on Anatomy, Biophysics, Pathology, Imaging and Treatment of the Intervertebral Disc and the Anterior Spinal Column: The Discogenic, Intervertebral, Spinal Column (DISC) ASPN Workgroup

2025· article· en· W7115031231 on OpenAlexaboutno aff

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2025
Typearticle
Languageen
FieldMedicine
TopicSpine and Intervertebral Disc Pathology
Canadian institutionsnot available
Fundersnot available
KeywordsSpinal columnOrthopedic surgeryAnterior knee painBack painLumbar spinePrimer (cosmetics)
DOInot available

Abstract

fetched live from OpenAlex

Jay S Grider,1 Timothy R Deer,2 Douglas P Beall,3 Melissa Z Murphy,4 Jacob W Fleming,5 Steven M Falowski,6 Christopher J Mallard,7 Hamzah A Ramawad,8 Rosa Amelia Garcia,9 Usman Latif,10 Chau M Vu,11 Anne Christopher,12 Michael E Harned,7 Raj G Patel,13 Anuj J Shah,2 Iden M Cowan,13 Kristin Jarzombek,14 Jordan L Tate,15 Nasir Khatri,16 Mateusz J Graca,17 Marcin K Karcz,2 Timothy T Davis,18 Kaku Barkoh,19 Olivier Clerk-Lamalice,20 Brian Durkin,21 Mark N Malinowski,22 Dagmar K Gross,23 Thomas Hedman,24 Matthew Green,25 Michael J Dorsi,26 Kasra Amirdelfan,27 Dawood Sayed28 1University of Kentucky, College of Medicine, Division of Interventional Pain, Lexington, KY, USA; 2The Spine and Nerve Centers of the Virginias, Charleston, WV, USA; 3Clinical Radiology of Oklahoma, Edmond, OK, USA; 4North Texas Orthopedic and Spine Center, Grapevine, TX, USA; 5Radiology Associates of North Texas, Fort Worth, TX, USA; 6Neurosurgical Associates of Lancaster, Lancaster, PA, USA; 7University of Kentucky College of Medicine, Division of Interventional Pain Medicine, Lexington, KY, USA; 8Ochsner Health, New Orleans, LA, USA; 9University of Florida, Gainesville, FL, USA; 10University of Kansas Medical Center, Department of Anesthesiology, Division of Pain Medicine, Kansas City, KS, USA; 11Evolve Restorative Center, Santa Rosa, CA, USA; 12St. Louis Pain Consultants, Creve Coeur, MO, USA; 13Capital Pain Institute, Austin, TX, USA; 14Greater Austin Pain Center, Kyle, TX, USA; 15Southern Pain and Spine, Jasper, GA, USA; 16Insight Institute of Neurosurgery & Neuroscience, Flint, MI, USA; 17Florida Spine Care, Fort Lauderdale, FL, USA; 18Source Healthcare, Santa Monica, CA, USA; 19Orthopaedic Associates LLP, Houston, TX, USA; 20University of Calgary, Calgary, Alberta, Canada, USA; 21New York Spine and Pain Specialists, Port Jefferson Station, NY, USA; 22OhioHealth Neurologic Physicians, OhioHealth, Inc, Columbus, OH, USA; 23MedSci Communications & Consulting Co., Brampton, ON, L6T 4N4, Canada; 24Spinal Simplicity, Overland Park, KS, USA; 25MUSCMED, Pain, PainMedSA, Wayville, South Africa; 26Department of Neurosurgery, University of California Los Angeles, Los Angeles, CA, USA; 27Boomerang Healthcare, Walnut Creek, CA, USA; 28University of Kansas Medical Center, Kansas City, KS, USACorrespondence: Jay S Grider, Email jay.grider@uky.eduObjective: As therapeutic options are rapidly expanding to treat pain of discogenic and vertebrogenic origin, it is important for the clinician to have an evidence-based understanding of the latest information regarding the normal and pathological anatomy of the intervertebral disc as well as imaging characteristics and treatment strategies. The American Society of Pain and Neuroscience (ASPN) commissioned the DISC project to inform and update the interventional spine community about anterior column pain syndromes.Methods: Using established literature review methods a clinical oversight group was convened to create an outline covering topics that will be key to meeting the objectives delineated by the ASPN scientific and guidelines leadership. This oversight group, using the created outline, selected key opinion leaders and experts to assemble the latest information on anterior column and intervertebral disc anatomy and treatment to serve as a living document that can be continuously updated to drive best practices and innovation.Results: A review of normal and pathological anatomy, a comprehensive understanding of biophysics applied to the anterior spinal column, and understanding of the current state of practice with regard to imaging, diagnostic classification systems and treatment.Keywords: ASPN, disc, anatomy, pathology, imaging, intradiscal, anterior column pain, functional spinal unit, regenerative medicine

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)0.008
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.012
Threshold uncertainty score0.042

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.008
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0040.003
Science and technology studies0.0010.003
Scholarly communication0.0040.007
Open science0.0030.003
Research integrity0.0060.011
Insufficient payload (model declined to judge)0.0120.007

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 head0.106
GPT teacher head0.514
Teacher spread0.408 · 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 designNot applicable
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

Citations0
Published2025
Admission routes1
Has abstractyes

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