Comprehensive review of oncological emergencies seen in clinical practice
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
Aim of the research To provide an up-to-date review of the literature on the pathophysiology, diagnosis, and management of common oncologic emergencies encountered in clinical practice. Material and methods We conducted a systematic computerised search in PubMed, Scopus, Web of Science, and Embase. Results We reviewed relevant medical literature. Most common complications requiring emergency management are addressed in this review, specifically: tumour lysis syndrome, seizures and status epilepticus, pulmonary embolism, leukostasis, thrombotic microangiopathy, febrile neutropaenia, disseminated intravascular coagulation, massive haemoptysis, diffuse alveolar haemorrhage, stem cell transplant-related complications, surgically related complications of malignancy, metastatic spinal cord metastasis, and superior vena cava syndrome. Conclusions Oncologic emergencies and related complications demand increased attention from attending physicians, oncologists, and intensivists. Knowledge of oncologic emergencies encountered in clinical practice expedites the ability of physicians to manage them properly. The identification and institution of proper management can improve outcomes in these 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.
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 | 0.004 | 0.032 |
| 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) | 0.001 | 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 it