[Papillary thyroid carcinoma: clinical manifestations, recurrences and prognosis].
Bibliographic record
Abstract
Papillary carcinoma was detected in 2512 cases out of 3048 patients with differentiated thyroid carcinoma who underwent surgery during a 61-year period at the Mayo Clinic. The clinical picture of papillary carcinoma was shown to be interrelated with the appearance of recurrences, metastases and with prognosis for life. Lethality and survival were estimated within 5, 10, 20, 30 and 40 years depending on the stage of the disease that allowed a separation and comparison of groups of low and high risk in connection with the further prognosis. Median follow-up was 14 +/- 0.9 years and the longest follow-up was 60 years. It was shown that if the tumor was confined to the neck and the tumor was grossly resected the survival rate did not differ from the level predicted by an actuarial curve, and the appearance of metastases in regional lymph nodes represented no real threat in low-risk patients.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.003 | 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".