Active surveillance in stage 1 disease: standard of care independent of risk factors?
Bibliographic record
Abstract
PURPOSE OF REVIEW: Approximately 30% of clinical stage 1 (CS1) nonseminomatous germ cell tumours (NSGCT) and 15-20% of CS1 seminoma relapse without adjuvant treatment. Despite this, the 5-year survival for CS1 is 99%. The purpose of this review is to assess if active surveillance should be standard for all patients with CS1 testis cancer independent of risk factors. RECENT FINDINGS: Recent data from Princess Margaret Cancer Centre suggest a nonrisk-adapted surveillance approach avoids treatment in ∼70% of patients. Most relapse early at a median time of 7.4 months. The majority of relapses are confined to the retroperitoneum (66%) and only one modality of treatment is required: chemotherapy only in 61% and RPLND only in 73%. SUMMARY: Surveillance is the preferred option and a safe proven strategy for the management of CS1 disease independent of risk factors. The prognosis for CS1 disease is excellent and the decision to offer surveillance or adjuvant treatment needs to highlight the treatment-related morbidity in an otherwise fit and healthy young man.
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".