Outcomes for Malignant Pleural Effusions Because of Melanoma Treated With Indwelling Pleural Catheters
Bibliographic record
Abstract
BACKGROUND: Indwelling pleural catheters (IPCs) reduce dyspnea and improve quality of life in patients with malignant pleural effusions (MPEs). Data on outcomes of MPEs secondary to metastatic melanoma managed with IPCs are scarce. We aimed to evaluate outcomes of patients receiving IPCs for MPEs secondary to melanoma compared with other malignancies. METHODS: We identified patients from our prospectively collected database of all patients who had an IPC insertion for MPEs at our tertiary care center for melanoma between May 2006 and November 2018 and for nonmelanoma between May 2006 and June 2013. Chart reviews were conducted to obtain patient demographics, catheter complications, time of IPC removal or death, x-ray imaging, and pleural fluid characteristics. RESULTS: We identified 27 MPEs because of melanoma and 1114 because of nonmelanoma malignancies treated with IPC. The most frequent complication was pleural fluid loculation requiring fibrinolytics which was significantly higher in the melanoma (14.8%) compared with the nonmelanoma group (3.8%; P =0.02). Cumulative incidence functions for catheter removal ( P =0.8) or death with catheter in situ ( P =0.3) were not significant between melanoma and nonmelanoma groups in competing risk analysis. Baseline radiographic pleural effusion scores were similar, but became significantly higher (increased pleural opacity) in the melanoma group at time points following IPC insertion ( P <0.05). CONCLUSION: MPEs because of melanoma had a higher rate of loculations requiring fibrinolytics and less radiographic improvement after IPC insertion suggesting this patient subgroup has a more complicated pleural space which may be less responsive to drainage.
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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) | 0.001 | 0.001 |
| 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) | 0.001 | 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".