Acute care rehabilitation for a patient with normal pressure hydrocephalus
Bibliographic record
Abstract
A patient with normal pressure hydrocephalus was seen for physical therapy for 3 daily treatment sessions in an acute care setting as the patient underwent external lumbar drainage of cerebral spinal fluid.Treatment was provided by a student physical therapist under the supervision of a licensed physical therapist.The patient was evaluated at the initial encounter with the Montreal Cognitive Assessment-Basic, and the Tinetti Balance Assessment Tool.Main goals for the patient were to improve lower extremity strength, cognitive functioning of memory and attention, foot clearance, step length, step continuity, and functional independence.Main interventions were auditory and visual cues aimed at improving gait parameters and functional independence.vi The patient improved his step continuity, base of support, and step length.The patient was discharged to home with a shower chair along with a recommendation for home health physical therapy.Patient was to return to the hospital a few weeks later for an elective ventriculoperitoneal (VP) shunt placement.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".