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Efficacy and effectiveness of therapist-guided internet versus face-to-face cognitive behavioural therapy for depression via counterfactual inference using naturalistic registers and machine learning in Finland: a retrospective cohort study

Research article (The Lancet Psychiatry, 2025) · cited 15× · AI/ML
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Efficacy and effectiveness of therapist-guided internet versus face-to-face cognitive behavioural therapy for depression via counterfactual inference using naturalistic registers and machine learning in Finland: a retrospective cohort study

Summary

Efficacy and effectiveness of therapist-guided internet versus face-to-face cognitive behavioural therapy for depression via counterfactual inference using naturalistic registers and machine learning in Finland: a retrospective cohort study is a scholarly article[1].

Key Facts

  • Efficacy and effectiveness of therapist-guided internet versus face-to-face cognitive behavioural therapy for depression via counterfactual inference using naturalistic registers and machine learning in Finland: a retrospective cohort study's instance of is recorded as scholarly article[2].

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Direct Wikidata claims

  1. [2] ↑ . wikidata.org.

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  1. [1] ↑ . Wikidata. wikidata.org.

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APA 4ort.xyz Knowledge Graph. (2026). Efficacy and effectiveness of therapist-guided internet versus face-to-face cognitive behavioural therapy for depression via counterfactual inference using naturalistic registers and machine learning in Finland: a retrospective cohort study. Retrieved May 24, 2026, from https://4ort.xyz/entity/efficacy-and-effectiveness-of-therapist-guided-internet-versus-face-to-face-cognitive-behavioural-therapy-for-depression
MLA “Efficacy and effectiveness of therapist-guided internet versus face-to-face cognitive behavioural therapy for depression via counterfactual inference using naturalistic registers and machine learning in Finland: a retrospective cohort study.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/efficacy-and-effectiveness-of-therapist-guided-internet-versus-face-to-face-cognitive-behavioural-therapy-for-depression.
BibTeX @misc{4ortxyz_efficacy-and-effectiveness-of-therapist-guided-internet-versus-face-to-face-cognitive-behavioural-therapy-for-depression_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Efficacy and effectiveness of therapist-guided internet versus face-to-face cognitive behavioural therapy for depression via counterfactual inference using naturalistic registers and machine learning in Finland: a retrospective cohort study}}, year = {2026}, url = {https://4ort.xyz/entity/efficacy-and-effectiveness-of-therapist-guided-internet-versus-face-to-face-cognitive-behavioural-therapy-for-depression}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Efficacy and effectiveness of therapist-guided internet versus face-to-face cognitive behavioural therapy for depression via counterfactual inference using naturalistic registers and machine learning in Finland: a retrospective cohort study — https://4ort.xyz/entity/efficacy-and-effectiveness-of-therapist-guided-internet-versus-face-to-face-cognitive-behavioural-therapy-for-depression (retrieved 2026-05-24)

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