Bronchial and Thymic Carcinoid Tumors: A Review
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Bronchial carcinoid tumors are usually indolent, slow-growing tumors with an excellent prognosis. However, even typical carcinoids can metastasize to regional lymph nodes or to distant sites. Atypical carcinoids tend to behave more invasively with more frequent nodal and distant metastases. Despite this, long-term survival can be expected as many tumors grow and spread slowly. At the end of the spectrum are the highly aggressive small cell carcinomas which have a very poor prognosis despite aggressive chemotherapy. Clinically, carcinoid tumors are frequently asymptomatic. Symptoms are most frequently due to obstruction (pneumonia, 'asthma', coughing) or bleeding. Carcinoid syndrome is seen infrequently and usually signifies metastatic disease. Cushing's syndrome is occasionally seen in association with these tumors. The treatment of carcinoid tumors is surgical. Resection should be complete and encompass the regional lymph nodes.
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.
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 | 0.001 |
| 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 | 0.001 |
| 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 it