Dementia, bizarre creatures, and a white knight to the rescue
Bibliographic record
Abstract
CASE Strange creatures Ms. L, age 78, is admitted to the inpatient unit for treatment of psychosis and behavioral changes. In the months before this admission, she had visited the emergency room several times for recurrent falls. CT scans of the head show no acute changes; brain and spinal MRI reveal evidence of chronic white matter disease and degenerative changes of the spine. Medical workup is unremarkable and includes evaluation for syncope and ambulation impairments related to degenerative disease of the hip joints. Ms. L and her family are instructed to follow-up with her primary care physician and a neurologist for neuromuscular workup. She next presents to her primary care physician, describing hallucinations of strangers walking around her house. Over a few weeks, hallucinations expand to include a fixed hallucination of creatures that she describes as having qualities of insects and plants, piling up around her. She describes tactile hallucinations of these creatures crawling on her skin, and she tracks their movements around her. She complains of vivid visual hallucinations of these creatures spinning webs across the room and she says she keeps the lights on at night. Ms. L becomes anxious and depressed, and her insomnia becomes worse. She is referred for outpatient psychiatric evaluation and treatment. Ms. L's family notes lapses of short-term memory, disorganization, and difficulty with tasks such as cooking because she has trouble following steps. These deficits come and go, with periods when she is functional and others during which she experiences considerable confusion. The family is uncertain when these signs and symptoms first appeared, but are clear that these deficits are having an impact on her day-to-day life. She can conduct activities of daily living, but with increasing difficulty--and only with help from her husband for tasks that require complex order and movement. Over several months, Ms. L's gait stability decreases and she begins to rely on a walker to keep from falling. On the Montreal Cognitive Assessment screening for cognitive dysfunction, she scores 19 out of 30 (normal range >25). This suggests cognitive impairment greater than expected for her age, compared with normal controls, and, when coupled with her functional impairment, raises the possibility of a diagnosis of dementia with Lewy bodies (DLB). Which would you prescribe first to address Ms. L's hallucinations? a) donepezil b) memantine c) quetiapine d) low-dose clozapine The authors'observations Limited literature exists of placebo-controlled, large-scale studies on DLB treatment. Cholinesterase inhibitors have shown some symptomatic benefit, including for hallucinations. (1) Memantine, an /V-methyl-D-aspartate receptor blocker, shows mixed results. (4) Many studies explore the use of neuroleptics for treating hallucinations in psychosis in Parkinson's disease and Parkinson's disease dementia (PDD) but, in DLB, the literature primarily consists of case reports. (2) Much of DLB treatment is inferred and intermixed with studies on PDD. (5), (6) Low-dose clozapine has become a standard treatment for psychosis in Parkinson's disease based on the findings of several trials. (6) Despite its side-effect profile, clozapine has been shown to ameliorate hallucinations in PDD without exacerbating parkinsonian symptoms, (7), (8) and is the only medication with proven efficacy in PDD. (2) The French Clozapine Parkinson Study Group demonstrated relief of psychotic symptoms of Parkinson's disease with clozapine, 6.25 mg/d. (9) The Clozapine Study Group found complete resolution of hallucinations in some patients within 1 day of initiating clozapine. Among patients in this study who did not see immediate benefit, most showed significant improvement of psychotic symptoms in 1 or 2 weeks. (10) TREATMENT Few options Ms. …
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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) | 0.000 | 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 | 0.000 |
| 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".