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Privacy-Preserving Deep Learning for the Detection of Protected Health Information in Real-World Data: Comparative Evaluation

Privacy-Preserving Deep Learning for the Detection of Protected Health Information in Real-World Data: Comparative Evaluation

Hence, this method is not suitable for protecting local data but enables fast training with full information integration.Figure 2Nonprotected training with shared data.Semiprotective Round Robin TrainingAn initial step toward privacy protecting training is

Sven Festag, Cord Spreckelsen

JMIR Form Res 2020;4(5):e14064

Smartphone Apps to Support Coordinated Specialty Care for Prodromal and Early Course Schizophrenia Disorders: Systematic Review

Smartphone Apps to Support Coordinated Specialty Care for Prodromal and Early Course Schizophrenia Disorders: Systematic Review

final set as well as the original 32 articles, 21 articles met the full inclusion criteria and are reviewed here (Figure 1).Figure 1Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) flow diagram.ResultsClinical High RiskProtocolThe Robin

Erica Camacho, Leonard Levin, John Torous

J Med Internet Res 2019;21(11):e16393

Learning to Read by Learning to Write: Evaluation of a Serious Game to Foster Business Process Model Comprehension

Learning to Read by Learning to Write: Evaluation of a Serious Game to Foster Business Process Model Comprehension

The participants were divided into two groups (ie, control group and game group) using the round-robin approach (ie, alternating assignment into one of the two groups).

Michael Winter, Rüdiger Pryss, Thomas Probst, Manfred Reichert

JMIR Serious Games 2020;8(1):e15374

Delivering Cognitive Behavior Therapy to Young Adults With Symptoms of Depression and Anxiety Using a Fully Automated Conversational Agent (Woebot): A Randomized Controlled Trial

Delivering Cognitive Behavior Therapy to Young Adults With Symptoms of Depression and Anxiety Using a Fully Automated Conversational Agent (Woebot): A Randomized Controlled Trial

The first day included an “onboarding” process that introduced the bot, adding that while the bot may seem like a person, it is closer to a “choose your own adventure self-help book” and therefore not fully capable of understanding what the needs of the user

Kathleen Kara Fitzpatrick, Alison Darcy, Molly Vierhile

JMIR Ment Health 2017;4(2):e19

The Importance of Debiasing Social Media Data to Better Understand E-Cigarette-Related Attitudes and Behaviors

The Importance of Debiasing Social Media Data to Better Understand E-Cigarette-Related Attitudes and Behaviors

applying the framework of Kim and colleagues.Twitter screen names responsible for each tweet collected in a data set should be obtained and each account’s recent history, interactions, and metadata should be analyzed to determine whether the account is a social bot

Jon-Patrick Allem, Emilio Ferrara

J Med Internet Res 2016;18(8):e219

A Digital Intervention for Australian Adolescents Above a Healthy Weight (Health Online for Teens): Protocol for an Implementation and User Experience Study

A Digital Intervention for Australian Adolescents Above a Healthy Weight (Health Online for Teens): Protocol for an Implementation and User Experience Study

Textbox 1 outlines the research objectives of this feasibility study.Research objectives in the Health Online for Teens (HOT) feasibility study.To assess engagement and use of the HOT program and its components and Health Online for Teens chat-bot (HOT-BOT)

Carly Jane Moores, Anthony Maeder, Jacqueline Miller, Ivanka Prichard, Lucy Kate Lewis, Lucinda Kate Bell, Aimee Macoustra, Michelle D Miller

JMIR Res Protoc 2019;8(10):e13340

Utilizing the Wikidata System to Improve the Quality of Medical Content in Wikipedia in Diverse Languages: A Pilot Study

Utilizing the Wikidata System to Improve the Quality of Medical Content in Wikipedia in Diverse Languages: A Pilot Study

Additionally, property constraint can be set that help to find mistakes in the data when such constraints are violated.We created a Wikidata “bot” (a program that autonomously adds or edits content) for automatically adding and updating interactions from the

Alexander Pfundner, Tobias Schönberg, John Horn, Richard D Boyce, Matthias Samwald

J Med Internet Res 2015;17(5):e110