Visual Hallucinations From Retinal Detachment Misdiagnosed as Psychosis
Bibliographic record
Abstract
Hallucinations are a common presenting symptom in schizophrenia and other psychotic disorders. In particular, auditory hallucinations, such as hearing voices, are the most common type of hallucination described in schizophrenia, while visual hallucinations are less frequently seen. Hallucinations are also present in disorders that are not primarily psychotic in nature, including mood disorders, substance-induced disorders, and psychosis due to a general medical condition. However, it is extremely important to rule out general medical causes of hallucinations, as they are often treatable and reversible, and if left untreated, the underlying non-psychiatric disorders causing them can lead to irreversible damage. We present a case in which a 48-year-old woman with schizophrenia began to complain of visual disturbances. Because of her delusional interpretation of these disturbances, they were initially attributed to psychosis, but the disturbances were in fact found to be the result of a retinal detachment.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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".