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Predicting Depression From Smartphone Behavioral Markers Using Machine Learning Methods, Hyperparameter Optimization, and Feature Importance Analysis: Exploratory Study

Research article (JMIR mhealth and uhealth, 2021) · cited 143× · AI/ML
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scholarly article[2]
Publication date
May 14, 2021as of 2026-09-23
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OpenAlex
Edition
20260923 · as of 2026-09-23
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Published in
JMIR mHealth and uHealthas of 2026-09-23
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OpenAlex
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20260923 · as of 2026-09-23
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4ort-mint · openalex:20260923 · version not recorded
Title
Predicting Depression From Smartphone Behavioral Markers Using Machine Learning Methods, Hyperparameter Optimization, and Feature Importance Analysis: Exploratory Studyas of 2026-09-23
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OpenAlex
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20260923 · as of 2026-09-23
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4ort-mint · openalex:20260923 · version not recorded
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OpenAlex ID
W3163328251as of 2026-09-23
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OpenAlex
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20260923 · as of 2026-09-23
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DOI
10.2196/26540as of 2026-09-23
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20260923 · as of 2026-09-23
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4ort-mint · openalex:20260923 · version not recorded
PubMed publication ID
34255713as of 2026-09-23
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OpenAlex
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20260923 · as of 2026-09-23
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📜 Data licence
Source: OpenAlex (openalex.org), snapshot of 2026-09-23. CC0 1.0 Universal. CC0 1.0 Universal · OpenAlex
🔗 Connections
Authored by 3
Denzil Ferreira, Eemil Lagerspetz, Ella Peltonen
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Denzil Ferreira, Eemil Lagerspetz, Ella Peltonen
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Summary

Predicting Depression From Smartphone Behavioral Markers Using Machine Learning Methods, Hyperparameter Optimization, and Feature Importance Analysis: Exploratory Study is a scholarly article[1].

Related Entities

Ella Peltonen

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  1. [2] ↑ . wikidata.org.

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  1. [1] ↑ . Wikidata. wikidata.org.

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Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.

APA 4ort.xyz Knowledge Graph. (2026). Predicting Depression From Smartphone Behavioral Markers Using Machine Learning Methods, Hyperparameter Optimization, and Feature Importance Analysis: Exploratory Study. Retrieved October 20, 2026, from https://4ort.xyz/entity/predicting-depression-from-smartphone-behavioral-markers-using-machine-learning-methods-hyperparameter-optimization-and-
MLA “Predicting Depression From Smartphone Behavioral Markers Using Machine Learning Methods, Hyperparameter Optimization, and Feature Importance Analysis: Exploratory Study.” 4ort.xyz Knowledge Graph, 4ort.xyz, 20 Oct. 2026, https://4ort.xyz/entity/predicting-depression-from-smartphone-behavioral-markers-using-machine-learning-methods-hyperparameter-optimization-and-.
BibTeX @misc{4ortxyz_predicting-depression-from-smartphone-behavioral-markers-using-machine-learning-methods-hyperparameter-optimization-and-_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Predicting Depression From Smartphone Behavioral Markers Using Machine Learning Methods, Hyperparameter Optimization, and Feature Importance Analysis: Exploratory Study}}, year = {2026}, url = {https://4ort.xyz/entity/predicting-depression-from-smartphone-behavioral-markers-using-machine-learning-methods-hyperparameter-optimization-and-}, note = {Accessed: 2026-10-20}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Predicting Depression From Smartphone Behavioral Markers Using Machine Learning Methods, Hyperparameter Optimization, and Feature Importance Analysis: Exploratory Study — https://4ort.xyz/entity/predicting-depression-from-smartphone-behavioral-markers-using-machine-learning-methods-hyperparameter-optimization-and- (retrieved 2026-10-20)

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