Canadian Spine SocietyAbstract ID 19. Program Code CPSS01. Pediatric Spine Frailty Index predicts morbidity and mortality in spinal deformity surgeryAbstract ID 99. Program Code CPSS02. Evaluation of biplane radiographic systems for scoliotic patientsAbstract ID 180. Program Code CPSS03. Rate of spinal osteochondromas diagnosed via advanced imaging in pediatric patients with hereditary multiple osteochondromas: a systematic review and meta-analysisAbstract ID 137. Program Code CPSS04. The impact of adverse childhood experiences on fibromyalgia: a systematic review and meta-analysis of case–control studiesAbstract ID 61. Program Code CPSS05. Enhanced recovery pathway for patients with adolescent idiopathic scoliosis undergoing posterior spinal instrumentation and fusion surgery: a matched controlled analysisAbstract ID 193. Program Code CPSS06. Integrated approach to back pain in the adolescent populationAbstract ID 38. Program Code CPSS07. Traumatic spinal cord injury in children and adolescents: a 20-year review from the Hospital for Sick ChildrenAbstract ID 93. Program Code CPSS08. Prevalence and prognosis of scapular pain following surgical treatment of adolescent idiopathic scoliosis: a prospective study to guide preoperative counsellingAbstract ID 150. Program Code CPSS09. Preoperative zoledronate is safe for children with medical complexity undergoing posterior spinal fusion for neuromuscular scoliosisAbstract ID 15. Program Code CPSS10. Allogeneic transfusion is associated with adverse events in idiopathic scoliosis surgeryAbstract ID 56. Program Code A11. Defining the gaps in transitional care to adulthood for patients in pediatric surgical specialties: a scoping reviewAbstract ID 81. Program Code A12. Effect of mixing dissimilar metals on serum metal ion levels following spinal deformity surgeryAbstract ID 184. Program Code A13. Intraoperative neuromonitoring has poor correlation with postoperative neurological deficits in non-cord level adult deformity surgeryAbstract ID 94. Program Code A14. Role of somatosensory evoked potential (SSEP) in enhancing intraoperative neuromonitoring for spinal deformity surgery — results from a prospective multicentre studyAbstract ID 9. Program Code A15. Does fat matter? The association between extension of fusion and paraspinal muscle fat infiltrationAbstract ID 47. Program Code A16. Pelvic incidence to lumbar lordosis association varies by Roussouly morphotypeAbstract ID 102. Program Code A17. Association between rod and fusion mass fractures in adult spinal deformity: a retrospective cohort studyAbstract ID 8. Program Code A18. Design and implementation of a novel morselized bone interbody cage in posterior lumbar spinal fusion: a biomechanical studyAbstract ID 86. Program Code A19. Decompression versus decompression plus fusion for stable degenerative lumbar spondylolisthesis: comparing outcomes using propensity score–matched dataAbstract ID 176. Program Code A20. Reoperation rates for decompression and fusion versus decompression alone for degenerative spondylolisthesis: a comparative analysisAbstract ID 186. Program Code B21. Modic change is not associated with occult discitis or poor clinical outcome among patients treated surgically for lumbar disc herniation: prospective cohort studyAbstract ID 145. Program Code B22. Machine learning–driven clinical and imaging clustering of degenerative lumbar spondylolisthesis: implications for stratified surgical careAbstract ID 68. Program Code B23. Which psychosocial measures are most strongly related to surgical outcomes in patients with degenerative pathology of the spine?Abstract ID 111. Program Code B24. Acceptance and commitment therapy for patients with degenerative spinal disorders and maladaptive psychological processes: an observational studyAbstract ID 128. Program Code B25. Assessing construct validity of the Spine Adverse Events Severity System: impact of adverse event severity grade on longitudinal patient-reported outcomes)Abstract ID 72. Program Code B26. A pilot randomized controlled trial comparing traditional midline versus paramedian approaches to the lumbar spine for elective posterior/transforaminal lumbar interbody fusion proceduresAbstract ID 96. Program Code B27. Uniportal versus biportal endoscopic decompression for the treatment of lumbar spinal stenosis: a systematic review and updated meta-analysisAbstract ID 152. Program Code B28. Why business tools are essential for managing a spine programAbstract ID 172. Program Code B29. Relationship between fatty infiltration, frailty, and outcomes after spinal surgeryAbstract ID 143. Program Code C30. Clinical trajectory and outcomes with surgical intervention for traumatic central cord syndrome: impact of mechanism of injuryAbstract ID 13. Program Code C31. Optimal tracheostomy timing following traumatic complete spinal cord injury: a comparative analysis of ultra-early, early and delayed practiceAbstract ID 123. Program Code C32. Early stabilizatio
Bibliographic record
Abstract
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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 | 0.005 | 0.027 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.004 |
| Bibliometrics | 0.011 | 0.020 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.103 | 0.017 |
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".