Prostate Cancer Lymphangitic Pulmonary Carcinomatosis
Bibliographic record
Abstract
A 51-year-old man diagnosed with high-grade, high-volume metastatic castration-sensitive prostate adenocarcinoma received pelvic radiation, androgen deprivation therapy, and intravenous docetaxel. Serum prostate-specific antigen became undetectable following treatment. Within a year, his cancer progressed to castration-resistant disease, and he was treated with oral abiraterone acetate 1000 mg and prednisone 10 mg daily. Despite this, the serum prostate-specific antigen rose from 0.03 to 1.39 μg/L, and F-DCFPyL and F-FDG PET/CT showed progression. While F-DCFPyL uptake may be seen in aggressive disease, F-FDG portends poor prognosis. Despite intravenous platinum-based chemotherapy, the patient died of respiratory failure 20 months after his initial diagnosis.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.006 | 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 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".