Are We There Yet? Predicting Conversion to Psychosis Using Machine Learning

Overview

Journal Am J Psychiatry

Specialty Psychiatry

Date 2023 Oct 4

PMID 37789742

Authors

Jason Smucny

Ian Davidson

Cameron S Carter

Affiliations

Soon will be listed here.

Citing Articles

Predicting conversion to psychosis using machine learning: response to Cannon.

Smucny J, Cannon T, Bearden C, Addington J, Cadenhead K, Cornblatt B Front Psychiatry. 2025; 15:1520173.

PMID: 39882161 PMC: 11775650. DOI: 10.3389/fpsyt.2024.1520173.

References

Fusar-Poli P, Werbeloff N, Rutigliano G, Oliver D, Davies C, Stahl D . Transdiagnostic Risk Calculator for the Automatic Detection of Individuals at Risk and the Prediction of Psychosis: Second Replication in an Independent National Health Service Trust. Schizophr Bull. 2018; 45(3):562-570. PMC: 6483570. DOI: 10.1093/schbul/sby070. View

Addington J, Liu L, Brummitt K, Bearden C, Cadenhead K, Cornblatt B . North American Prodrome Longitudinal Study (NAPLS 3): Methods and baseline description. Schizophr Res. 2020; 243:262-267. PMC: 7572535. DOI: 10.1016/j.schres.2020.04.010. View

Puntis S, Oliver D, Fusar-Poli P . Third external replication of an individualised transdiagnostic prediction model for the automatic detection of individuals at risk of psychosis using electronic health records. Schizophr Res. 2021; 228:403-409. DOI: 10.1016/j.schres.2021.01.005. View

Carrion R, Cornblatt B, Burton C, Tso I, Auther A, Adelsheim S . Personalized Prediction of Psychosis: External Validation of the NAPLS-2 Psychosis Risk Calculator With the EDIPPP Project. Am J Psychiatry. 2016; 173(10):989-996. PMC: 5048503. DOI: 10.1176/appi.ajp.2016.15121565. View

Worthington M, Walker E, Addington J, Bearden C, Cadenhead K, Cornblatt B . Incorporating cortisol into the NAPLS2 individualized risk calculator for prediction of psychosis. Schizophr Res. 2020; 227:95-100. PMC: 8287972. DOI: 10.1016/j.schres.2020.09.022. View

Cannon T, Yu C, Addington J, Bearden C, Cadenhead K, Cornblatt B . An Individualized Risk Calculator for Research in Prodromal Psychosis. Am J Psychiatry. 2016; 173(10):980-988. PMC: 5048498. DOI: 10.1176/appi.ajp.2016.15070890. View

Fusar-Poli P, Rutigliano G, Stahl D, Davies C, Bonoldi I, Reilly T . Development and Validation of a Clinically Based Risk Calculator for the Transdiagnostic Prediction of Psychosis. JAMA Psychiatry. 2017; 74(5):493-500. PMC: 5470394. DOI: 10.1001/jamapsychiatry.2017.0284. View

Addington J, Liu L, Buchy L, Cadenhead K, Cannon T, Cornblatt B . North American Prodrome Longitudinal Study (NAPLS 2): The Prodromal Symptoms. J Nerv Ment Dis. 2015; 203(5):328-35. PMC: 4417745. DOI: 10.1097/NMD.0000000000000290. View

Oliver D, Wong C, Bog M, Jonsson L, Kinon B, Wehnert A . Transdiagnostic individualized clinically-based risk calculator for the automatic detection of individuals at-risk and the prediction of psychosis: external replication in 2,430,333 US patients. Transl Psychiatry. 2020; 10(1):364. PMC: 7596040. DOI: 10.1038/s41398-020-01032-9. View

10.

Moore T, Calkins M, Rosen A, Butler E, Ruparel K, Fusar-Poli P . Development of a probability calculator for psychosis risk in children, adolescents, and young adults. Psychol Med. 2021; 52(14):3159-3167. PMC: 8273212. DOI: 10.1017/S0033291720005231. View

11.

Zaks N, Velikonja T, Parvaz M, Zinberg J, Done M, Mathalon D . Sleep Disturbance in Individuals at Clinical High Risk for Psychosis. Schizophr Bull. 2021; 48(1):111-121. PMC: 8781348. DOI: 10.1093/schbul/sbab104. View

12.

First M, Drevets W, Carter C, Dickstein D, Kasoff L, Kim K . Clinical Applications of Neuroimaging in Psychiatric Disorders. Am J Psychiatry. 2018; 175(9):915-916. PMC: 6583905. DOI: 10.1176/appi.ajp.2018.1750701. View