Clinical and rehabilitative considerations in a complex case of spastic tetraplegia, mixed aphasia, secondary encephalopathy – post severe traumatic brain injury with hemorrhagic and is-chemic lesions – with favorable late evolution and post-symptomatic status after SARS-COV-2 infection
Bibliographic record
Abstract
The traumatic brain injury remains a current research topic considering the severity and the in-creased incidence of this pathology. Both physical and neuro-psychological sequelae require a complex rehabilitation program. Material and methods. We describe the evolution of a 20-year-old case, victim of a severe traumatic brain injury due to physical aggression, with spastic te-traplegia, extended ischemia in the left cerebral hemisphere, mixed aphasia, post-traumatic en-cephalopathy, left eyelid ptosis, right paresis of nerve III, post remitted status of left subdural hematoma, post remitted status of right fronto-parietal subarachnoid hemorrhage, severe joint stiffness (right elbow and fist, bilateral hips and knees), cachexia and SARS-COV-2 infection. In our clinic the patient followed medical, complex kinetotherapeutic treatments and was functio-nally assessed using the following scales: modified Ashworth, Penn Spasm Frequency Scale ( Penn), Life Quality Assessment ( QOL ), Montreal Cognitive Assessment ( MoCA ), FAC Interna-tional Scale, Glasgow Outcome Scale-Extended (GOS-E), modified Rankin scale (mRS ). Results. During the hospitalization, the patient presented a favorable late evolution with a great impro-vement of motor and neurological deficit, aphasia in remision, improvement of eyelid ptosis and joint stiffness, fact also confirmed by the increasing scores from the evaluated scales. Con-clusions. Consequently in traumatic brain injury the proper medication, personalized rehabilita-tion program, ergotherapy, speech therapy, a great deal of involvement and documentation of current information is required to improve the patient's quality of life. Keywords: traumatic brain injury, neuro-rehabilitation program, spastic tetraplegia
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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".