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Research · 03 of 06

The predictive processing account of psychosis does not survive pooling

Pooling 27 studies found no altered reliance on prior expectations in schizophrenia-spectrum psychosis and no correlation with delusions or hallucinations, so single-task computational findings should not be cited as evidence for a general deficit.

Design
Random-effects multi-level meta-analysis, PROSPERO registered, Newcastle-Ottawa risk of bias
Population
34 results from 27 studies: 904 adults with schizophrenia-spectrum psychosis and 1039 healthy controls
Primary outcome
Behavioural reliance on prior expectations across perceptual tasks
Effect
g = 0.03 (95 per cent CI -0.27 to 0.34, P = 0.818); delusions r = -0.16 (-0.51 to 0.19); hallucinations r = 0.04 (-0.28 to 0.36)

The proposition that psychotic symptoms arise from a systematically altered weighting of prior expectations against sensory evidence has organised a great deal of computational psychiatry. It has also rested on individual perceptual tasks in modest samples pointing in different directions.

A random-effects multi-level meta-analysis pooled 34 results from 27 studies comparing 904 adults with schizophrenia-spectrum psychosis against 1039 healthy controls on behavioural measures of reliance on priors. The pooled effect was 0.03 (95 per cent CI -0.27 to 0.34, P = 0.818) - which is nothing. Nor was reliance on priors associated with delusions (r = -0.16, -0.51 to 0.19, six results) or hallucinations (r = 0.04, -0.28 to 0.36, ten results). A subgroup analysis testing the common rescue - that priors are affected differently at different levels of a cognitive hierarchy - did not reconcile the conflicting results either (F = 0.1, P = 0.758).

This does not disprove predictive processing as a framework, and the authors are careful to say what they have tested: a generalised deficit spanning multiple aspects of perception. What it does is remove the licence to cite a single task result as evidence for a broad theory. For a clinician the value is defensive - when a paper, a talk or a product claims that a perceptual task indexes psychosis risk or delusion severity, this is the pooled answer, and it is null.

  • Treat single-task computational findings in psychosis as preliminary until pooled.
  • Do not accept a perceptual task as a marker of delusion or hallucination severity; neither correlation held.
  • Note the sample sizes: 904 patients and 1039 controls is a substantial base for a null result.
  • The framework is not refuted; a generalised, task-spanning deficit is.
  • Nothing here changes assessment or treatment - it changes what can be claimed.

The statistics, in plain English

A Hedges g of 0.03 with an interval from -0.27 to 0.34 is a genuinely informative null: the interval excludes anything larger than a small effect in either direction, which is different from simply failing to reach significance. The correlations with symptoms have wide intervals because they rest on far fewer results - six and ten respectively - so those are underpowered rather than conclusively null. The subgroup test looked for a moderator and found none, which weakens the usual explanation offered for inconsistent findings.

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