Bridging the gap between subjective and objective measures: A multimodal protocol for adolescent depression detection

doi:10.5498/wjp.v16.i4.116428

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World Journal of Psychiatry

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2220-3206

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Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA

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Copyright: ©Author(s) 2026. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial (CC BY-NC 4.0) license. No commercial re-use. See permissions. Published by Baishideng Publishing Group Inc.

World J Psychiatry. Apr 19, 2026; 16(4): 116428
Published online Apr 19, 2026. doi: 10.5498/wjp.v16.i4.116428

Table 5 Performance stability: Multimodal vs bimodal extreme gradient boosting models

	Levene’s test P value	Interpretation
AUC-ROC	0.00	Significant difference
AUC-PR	0.00	Significant difference
Accuracy	0.39	No significant difference
Precision	0.55	No significant difference
Recall	0.04	Significant difference
F1 score	0.49	No significant difference

AUC-ROC: Under the receiver operating characteristic curve; AUC-PR: Area under the precision-recall curve.

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Citation: Zeng Y, Yang J, Kuang L. Bridging the gap between subjective and objective measures: A multimodal protocol for adolescent depression detection. World J Psychiatry 2026; 16(4): 116428
URL: https://www.wjgnet.com/2220-3206/full/v16/i4/116428.htm
DOI: https://dx.doi.org/10.5498/wjp.v16.i4.116428

Zeng Y, Yang J, Kuang L. Bridging the gap between subjective and objective measures: A multimodal protocol for adolescent depression detection. World J Psychiatry 2026; 16(4): 116428 [DOI: 10.5498/wjp.v16.i4.116428]

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