Correlation of Early Cognitive Impairment in Intracerebral Haemorrhage from Tertiary Care Hospital of North Karnataka
Bibliographic record
Abstract
Objectives: To identify the correlation of early cognitive impairment following intracerebral haemorrhage. Methods: A total of 30 adult patients (>15 years) with intracerebral hemorrhage were enrolled in the study. Demographic profile, clinical and radiological profile of the patients was noted. Cognitive status at discharge was assessed using Montreal Cognitive Assessment (MoCA). Results: Mean age was 63.53±12.11 years. Majority were males (56.7%). All the patients had cognitive impairment - majority (76.7%) had moderate cognitive impairment followed by severe impairment (16.7%) and mild impairment (6.7%) respectively at time of discharge. History of tobacco use showed a significant association with severe cognitive impairment. Conclusions: Mild to moderate cognitive impairment is quite frequent among intracerebral hemorrhage patients at time of discharge irrespective of the clinical, demographic and radiological profile.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".