Successful Treatment of Lung Cancer by Multimodal Endobronchial Interventions
Bibliographic record
Abstract
The innovation of thoracic interventions, such as endobronchial ultrasound and photodynamic ablation, has changed the interventional management of lung cancer. In this case report, we discuss the case of a successful treatment of endobronchial squamous cell carcinoma occluding the left upper lobe bronchus by a minimally invasive transbronchial approach. This case was initially planned for a sleeve left upper lobectomy. The careful assessment of radiological and ultrasonographic imaging concluded that the tumor was early-stage lung cancer. Multimodal endobronchial treatment cured the lung cancer without a thoracotomy. Pulmonary function was well preserved and no recurrence was found for more than 5 years. Even in the presence of a bulky endobronchial tumor, if there is no clear evidence of extraluminal invasion by computed tomography scan, a local bronchoscopic staging of the disease is mandatory.
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) | 0.000 | 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".