What the evidence says
Two independent lines of evidence bear on how CHR (clinical-high-risk) samples differ from comparison populations at the level of observable behavior: automated speech analysis and psychosocial/trauma history. On speech, one prospective cohort study found that automated classification of speech features predicted psychosis onset over a 2.5-year follow-up with 100% accuracy — correctly identifying all 5 individuals who transitioned to psychosis (CHR+) and all 29 who did not (CHR−) — and that this outperformed prediction from clinical diagnostic interviews (SIPS/SOPS), which reached 79% accuracy and misclassified 3 of 5 CHR+ and 4 of 29 CHR− participants. Within the same sample, speech coherence features (words per phrase, semantic coherence, determiner frequency) correlated with negative symptom severity (r = 0.57, P = 0.046). Both findings come from a single study with only 5 individuals who converted, a limitation the authors themselves flag as requiring replication in a larger sample.
On social cognition, a meta-analysis found CHR samples show small-to-moderate impairment on mentalizing tasks using static illustrations relative to healthy controls (g = −0.408, 95% CI −0.677 to −0.139), with the impairment concentrated specifically in intentionality tasks rather than mentalizing broadly. Schizophrenia and early schizophrenia show greater impairment than CHR on intentionality tasks, consistent with mentalizing deficits scaling with proximity to full psychosis.
On psychosocial stress and trauma, a systematic review of 16 studies found CHR samples report higher overall psychosocial stress than controls (13 of 16 studies), and — with more precision — that CHR individuals were 5.5 times as likely to report emotional abuse, 2.5 times as likely to report physical abuse, and 3.1 times as likely to report bullying victimization, with all 10 studies examining trauma finding significantly higher levels in CHR versus controls. Daily stressors and early or recent trauma occurred more frequently in CHR status, while significant life events did not differ between groups (2 studies, null). CHR samples also report higher social withdrawal (7 of 8 studies) and higher interpersonal sensitivity (5 of 5 studies) than controls.
Some of these psychosocial variables carry predictive, not just associational, weight: emotional abuse increased risk of transition to psychosis 3.8-fold in CHR individuals, perceived discrimination increased transition risk by 52.4% for every unit increase in lifetime discrimination score, and social withdrawal was associated with subsequent conversion in two studies. The relationship between psychosocial stress and symptom severity is less settled — five studies found increased stress associated with greater symptom severity, four found no relationship.
Digital-phenotyping evidence is thinner but points in a specific direction: CHR-p samples do not differ from controls in total smartphone use for social communication, but they report less daily passive social media use, and decreased text message reciprocity predicted 1- and 2-year conversion risk. None of these effects are reported with numerical magnitude in the available extracts.
Where the evidence splits
The relationship between psychosocial stress and symptom severity in CHR is contested: five studies found greater stress associated with greater symptom severity, four studies found no relationship. The sources on this page do not state what distinguishes the studies that found an association from those that did not — no difference in design, population, or period is given, so the split is unexplained by the sources here.
Social withdrawal shows a near-unanimous but not complete pattern: 7 of 8 studies found higher social withdrawal in CHR versus controls, one did not. The review does not explain what differed about the outlier study, so this split is also unexplained by the sources on this page.
Findings
Automated speech classification predicts psychosis transition in CHR samples and outperforms clinical rating scales
confidence — direction: highconfidence — magnitude: lowconsensus: thin — single study, authors call for replication in a larger sample
- mechanism
- not established beyond automated extraction and classification of speech features from clinical interviews
- effect
- 100% classification accuracy (5/5 CHR+, 29/29 CHR− correctly identified) vs. 79% accuracy from SIPS/SOPS clinical ratings (misclassifying 3/5 CHR+ and 4/29 CHR−)
- conditions / moderators
- based on only 5 individuals who transitioned to psychosis; cross-validation in this small sample may overestimate accuracy
- Gillinder Bedi (2015), Schizophrenia · doi:10.1038/npjschz.2015.30
- Gillinder Bedi (2015), Schizophrenia · doi:10.1038/npjschz.2015.30
Speech coherence features correlate with negative symptom severity in CHR
confidence — direction: mediumconfidence — magnitude: mediumconsensus: thin — single study
- mechanism
- not established
- effect
- canonical correlation r = 0.57 (P = 0.046) between speech features (max words per phrase, semantic coherence, determiner frequency) and negative symptom severity sum
- conditions / moderators
- single exploratory test; not established whether it generalizes beyond this sample
- Gillinder Bedi (2015), Schizophrenia · doi:10.1038/npjschz.2015.30
CHR samples show mentalizing impairment relative to healthy controls, concentrated in intentionality tasks
confidence — direction: highconfidence — magnitude: mediumconsensus: thin-to-settled — single meta-analysis
- mechanism
- not established
- effect
- g = −0.408 (95% CI −0.677 to −0.139) on static illustration mentalizing tasks; moderate effect size specifically on intentionality tasks
- conditions / moderators
- impairment on intentionality tasks specifically; not established whether the effect holds on other mentalizing task types
- Tsui HKH (2025), European psychiatry · doi:10.1192/j.eurpsy.2025.10146
- Tsui HKH (2025), European psychiatry · doi:10.1192/j.eurpsy.2025.10146
Schizophrenia and early schizophrenia show greater mentalizing impairment than CHR on intentionality tasks
confidence — direction: high for intentionality comparison, medium for false belief comparisonconfidence — magnitude: mediumconsensus: thin — single meta-analysis
- mechanism
- not established
- effect
- both schizophrenia and early schizophrenia show greater impairment than CHR on intentionality tasks; early schizophrenia also more impaired than CHR on false belief tasks
- conditions / moderators
- whether schizophrenia (not just early schizophrenia) differs from CHR specifically on false belief tasks is not established as significant in the extract
- Tsui HKH (2025), European psychiatry · doi:10.1192/j.eurpsy.2025.10146
- Tsui HKH (2025), European psychiatry · doi:10.1192/j.eurpsy.2025.10146
CHR individuals report higher overall psychosocial stress than controls
confidence — direction: highconfidence — magnitude: mediumconsensus: settled leaning toward increase (13 of 16 studies)
- mechanism
- not established
- effect
- increases — 13 of 16 studies found higher psychosocial stress in CHR versus controls; 3 found no difference; magnitude not quantified across studies
- conditions / moderators
- effect sizes vary by stress subtype; no standardized scale across studies
- Anna Georgiades (2023), Schizophrenia · doi:10.1038/s41537-023-00362-z
CHR individuals show elevated trauma exposure across specific subtypes relative to controls
confidence — direction: highconfidence — magnitude: high for the three quantified subtypes; medium for daily stressors and general trauma frequencyconsensus: settled — unanimous across 10 studies
- mechanism
- not established
- effect
- increases — 5.5x for emotional abuse, 2.5x for physical abuse, 3.1x for bullying victimization; all 10 studies examining trauma found significantly higher levels in CHR; daily stressors and early/recent trauma also occur more frequently in CHR (magnitude not quantified for this last measure)
- conditions / moderators
- consistent across trauma subtypes and across 10 independent studies
- Anna Georgiades (2023), Schizophrenia · doi:10.1038/s41537-023-00362-z
- Anna Georgiades (2023), Schizophrenia · doi:10.1038/s41537-023-00362-z
- Anna Georgiades (2023), Schizophrenia · doi:10.1038/s41537-023-00362-z
Significant life events do not differ between CHR and controls
confidence — direction: highconfidence — magnitude: mediumconsensus: settled within a small evidence base (n=2 studies)
- mechanism
- n/a
- effect
- no measured effect
- conditions / moderators
- based on only 2 studies
- Anna Georgiades (2023), Schizophrenia · doi:10.1038/s41537-023-00362-z
CHR individuals report higher social withdrawal than controls
confidence — direction: highconfidence — magnitude: highconsensus: settled leaning toward increase (7 of 8 studies)
- mechanism
- not established
- effect
- increases — found in 7 of 8 studies; magnitude not quantified
- conditions / moderators
- one study found no difference (unexplained, see "Where the evidence splits")
- Anna Georgiades (2023), Schizophrenia · doi:10.1038/s41537-023-00362-z
CHR individuals report higher interpersonal sensitivity than controls
confidence — direction: highconfidence — magnitude: highconsensus: settled — unanimous across 5 studies
- mechanism
- not established
- effect
- increases — found in all 5 studies examined; magnitude not quantified
- conditions / moderators
- small evidence base (5 studies)
- Anna Georgiades (2023), Schizophrenia · doi:10.1038/s41537-023-00362-z
Emotional abuse increases risk of transition to psychosis in CHR individuals
confidence — direction: highconfidence — magnitude: highconsensus: thin — single longitudinal study
- mechanism
- not established
- effect
- increases — 3.8-fold risk increase, 2-year follow-up
- conditions / moderators
- not established
- Anna Georgiades (2023), Schizophrenia · doi:10.1038/s41537-023-00362-z
Perceived discrimination increases risk of transition to psychosis in CHR individuals
confidence — direction: highconfidence — magnitude: highconsensus: thin — single longitudinal study
- mechanism
- not established
- effect
- increases — 52.4% risk increase per unit increase in lifetime perceived discrimination score
- conditions / moderators
- sample of n=764 CHR individuals
- Anna Georgiades (2023), Schizophrenia · doi:10.1038/s41537-023-00362-z
Social withdrawal predicts transition to psychosis in CHR individuals
confidence — direction: mediumconfidence — magnitude: mediumconsensus: thin
- mechanism
- not established
- effect
- increases — associated with subsequent conversion to psychosis; no standardized effect size reported
- conditions / moderators
- based on only 2 studies
- Anna Georgiades (2023), Schizophrenia · doi:10.1038/s41537-023-00362-z
Psychosocial stress severity is associated with symptom severity in CHR
confidence — direction: mediumconfidence — magnitude: mediumconsensus: contested (5 vs. 4 studies)
- mechanism
- not established
- effect
- mixed evidence — increases in 5 of 9 studies (greater stress with worse positive and/or negative symptoms); 4 of 9 studies found no relationship
- conditions / moderators
- not established what distinguishes the two groups of studies
- Anna Georgiades (2023), Schizophrenia · doi:10.1038/s41537-023-00362-z
CHR-p smartphone use for social communication does not differ from controls
confidence — direction: highconfidence — magnitude: highconsensus: thin — single cross-sectional study
- mechanism
- n/a
- effect
- no measured effect on total smartphone use for social communication or active social media use
- conditions / moderators
- not established
- Kuhney FS (2025), Schizophrenia bulletin · doi:10.1093/schbul/sbaf032
CHR-p individuals report less daily passive social media use than controls
confidence — direction: highconfidence — magnitude: mediumconsensus: thin — single cross-sectional study
- mechanism
- not established
- effect
- decreases — significantly less daily passive social media use in CHR-p versus controls; numerical magnitude not reported in the extract
- conditions / moderators
- not established
- Kuhney FS (2025), Schizophrenia bulletin · doi:10.1093/schbul/sbaf032
Decreased text message reciprocity predicts conversion risk in CHR-p samples
confidence — direction: highconfidence — magnitude: mediumconsensus: thin — single study
- mechanism
- not established
- effect
- decreases in text message reciprocity are associated with increased 1- and 2-year conversion risk; numerical magnitude not reported in the extract
- conditions / moderators
- cross-sectional baseline measurement with prospective follow-up
- Kuhney FS (2025), Schizophrenia bulletin · doi:10.1093/schbul/sbaf032