A rare case of surgical pathway implantation of clival chordoma presenting as a neck mass
Bibliographic record
Abstract
Chordomas are rare, locally-aggressive tumours with a high rate of local recurrence. Recurrence along the route of surgical entry is an uncommon form of treatment failure. We report a case of a 59-year-old female who presented with a 3 cm neck mass in the left mid-sternocleidomastoid region. She had a history of a large clival chordoma resected via a transcervical, transparotid and transoral approach along with endoscopic intranasal exposure and a palatal split 4.5 years previously, followed by radiation to the primary site. Biopsy of the neck mass confirmed the diagnosis of chordoma recurrence following implantation in the surgical pathway. This case illustrates that while surgical pathway recurrence is a rare entity, it requires a high index of suspicion and should be considered in the differential diagnosis of a patient with a history of chordoma resection presenting with a mass more than two years after undergoing initial treatment.
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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 | 0.000 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.004 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".