Evidence map›Paper›PMID 39891214›Full record

Observational studyCritical care (London, England)2025

Hallucinations and disturbed behaviour in the critically ill: incidence, patient characteristics, associations, trajectory, and outcomes.

Thomas Niccol, Marcus Young, Natasha E Holmes, Kartik Kishore, Sobia Amjad, Michele Gaca, Rinaldo Bellomo, Ary Serpa Neto

Abstract readObservational Study
In one paragraph

Observational study in Critical care (London, England), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Thomas Niccol *Department of Intensive Care, Austin Hospital, 145 Studley Rd, Heidelberg, Melbourne, VIC, Australia.
Marcus Young *Department of Critical Care, Melbourne University, Melbourne, Australia.
Natasha E HolmesData Analytics Research and Evaluation Centre, Austin Hospital, Melbourne, Australia.
Kartik KishoreData Analytics Research and Evaluation Centre, Austin Hospital, Melbourne, Australia.
Sobia AmjadData Analytics Research and Evaluation Centre, Austin Hospital, Melbourne, Australia.
Michele GacaDepartment of Surgery, School of Medicine, The University of Melbourne, Parkville, Melbourne, VIC, Australia.
Rinaldo BellomoAustralian and New Zealand Intensive Care Research Centre, Monash University, Melbourne, Australia.
Ary Serpa NetoAustralian and New Zealand Intensive Care Research Centre, Monash University, Melbourne, Australia. ary.serpaneto@monash.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeTo use natural language processing (NLP) to study the incidence, characteristics, trajectory, associations, and outcomes of hallucinations and disturbed behaviour in intensive care unit (ICU) patients.

methodsWe used NLP to scan clinical progress notes of a large cohort of ICU patients to detect words indicating that a patient had experienced hallucinations. We also used NLP to detected disturbed behaviour during ICU stay. Moreover, we studied the use of antipsychotic medications in a nested cohort. Finally, we obtained the demographics, trajectory, associations, and outcome of these patients.

resultsWe conducted a non-interventional, observational study of 7525 patients. We found that 625 (8.31%) had experienced hallucinations. Among these, 623 (99.7%) also had NLP-diagnosed behavioural disturbance (NLP-Dx-BD). In contrast, in patients without hallucinations, only 3274 (47.4%) were NLP-Dx-BD positive. Among the 2904 nested cohort patients with electronic medications data, 252 (8.7%) experienced hallucinations. Of these, 60 (23.8%) received medications compared with 147 (5.5%) (p < 0.001) patients without hallucinations. There was no difference on outcomes in patients with or without hallucination.

conclusionsHallucinations affect one in 12 ICU patients and are strongly associated with disturbed behaviour, and the use of antipsychotic medications. Hallucinations may represent another phenotype of critical illness associated neurocognitive dysfunction and require a dedicated research program.

Indexed as

Critical IllnessHallucinationsProblem BehaviorAdultAgedAntipsychotic AgentsCohort StudiesFemaleHumansIncidenceIntensive Care UnitsMaleMiddle AgedAntipsychotic AgentsAntipsychotic drugsCritical illnessDeliriumHallucinationsIntensive careMortality

Identifiers

PMID39891214
PMCPMC11783843

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.