Help Develop Objective Measures for Depression

What if you could complement clinical judgment with quantifiable digital biomarkers? Join CANDID—a study exploring speech and facial expression patterns in depression.

10 minutes per referral

$100 honorarium per enrolled patient + bonuses

No new treatments involved and participation for patients is completely remote

One quick medication confirmation, then no additional work

Contribute to the frontier of precision psychiatry

About the CANDID Study

CANDID stands for Community Assessment of Novel Digital Instruments in Depression. This observational research study is exploring the relationship between psychiatric symptoms and digital measures—like patterns in speech and facial expressions.

CANDID

Community Assessment of Novel Digital Instruments in Depression

Study Type

Observational, fully virtual—no investigational drugs or treatments

Sponsor

Janssen Research & Development, LLC

Principal Investigator

Dr. Will Sauvé, Chief Medical Officer, Osmind

Osmind's platform illustration

What patients do

No clinic visits required - everything is done from home

Answer questionnaires about mood, anxiety, and functioning (15-20 min)

Complete speech recognition tasks—respond to prompts about daily life (15 min)

Complete facial expression recognition tasks—identify emotions in faces (15 min)

Completely remote. No clinic visits. Purely observational. Patients compensated up to $200.

The Problem You Can Help Solve

Diagnosing and monitoring depression relies almost entirely on subjective measures: self-reports, clinical interviews. These tools are valuable, but they have real limitations:

Patients may not accurately recall symptoms

Communication styles vary widely

We lack reliable ways to track subtle changes over time

No objective, quantifiable data to complement our judgment

Osmind's platform illustration
Patient Eligibility Criteria

Your patients may be a good fit for this study if:
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Depression & Mental Health:

Formally diagnosed with major depressive disorder (MDD) by a mental health clinician as their primary diagnosis (in accordance with DSM-5 diagnostic criteria)

Current episode began 2-24 months ago (prior to screening)

Tried 2-5 antidepressants during the current episode without adequate response (augmentation agents, TMS, and ECT don’t count toward this number)

Moderate-to-severe depression (IDS-C ≥25, confirmed during screening)

No history of bipolar disorder, psychotic disorder, OCD, eating disorders, borderline or antisocial personality disorder, or alcohol/substance use disorder in past 6 months

May continue current treatment, including antidepressants, TMS, or esketamine (Spravato)Not currently taking antidepressants, antipsychotics, benzodiazepines, anxiolytics, or prescription sleep aids.
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‍Psychotherapy is OK if started more than 60 days ago. Patients should not stop or change medications to qualify.

Demographics and Logistics:

Age 18-64 years old

US-based and English-Speaking

Has computer (laptop/desktop) with internet, camera and microphone (built-in is fine)

Patient's Commitment:

Willing to sign an informed consent form and complete a brief virtual screening and all 4 study visits over about 6 weeks

Patients will be compensated up to $200 for completing appointment visits.

Why Refer Patients?

What if we could add objective digital biomarkers to our clinical toolkit? The CANDID study explores whether patterns in speech and facial expression recognition can provide measurable data about depression severity.

Osmind's platform illustration

If this works, the outcome could be:

Better diagnostic accuracy

Real-time symptom monitoring between visits

Early warning signals for relapse

More personalized, data-driven treatment decisions

This is research that could change how we practice psychiatry.

Three Ways Patients Can Be Referred

You refer them

It takes about 10 minutes, and the steps are below. Clinician referrals include a quick confirmation of the antidepressants tried: dose, duration of 4 to 6 weeks, and whether each was taken as prescribed.

Your admin team refers them

Practice staff can submit referrals on your behalf. The study team confirms medication history at screening.

Patients refer themselves

Patients can fill out the short form at osmind.org/candid. The study team confirms medication history at screening.

We Need Your Help—It Only Takes 10 Minutes to Refer a Patient

The best way to find the right patients is through clinicians like you who know your patients and can identify good candidates.

Identify

Review your patient panel for someone who meets our criteria.

Brief Conversation

During a regular appointment, mention the study opportunity.

Submit Referral Form

Complete brief online form with patient info, clinical details, and a quick confirmation of the antidepressants they’ve tried.

Get Compensated

$100 honorarium per successfully enrolled patient + bonuses for more referrals.

The Patient Journey After You Submit the Referral

Patient Welcome
Osmind contacts the patient via email/phone
Patient Books Screening
Patient receives scheduling link for 30-minute virtual screening appointment
Screening Assessment (~30 minutes, virtual)
A trained study psychiatrists conducts:

MINI (Mini-International Neuropsychiatric Interview): Confirms MDD diagnosis, rules out bipolar disorder and other exclusions

IDS-C30 (Inventory of Depressive Symptomatology): Measures depression severity—must score ≥25 to qualify

The psychiatrist also confirms the antidepressants the patient has tried during the current episode, including dose, duration, and adherence.

Informed Consent
If eligible, patient reviews and signs full consent form electronically. Patient then completes a 15-minute screening visit with Userlytics before beginning study visits.
Study Enrollment
Patient officially enrolled and begins study visits with Userlytics
You Get Paid
$100 honorarium processed for successful enrollment

During the Study

At each visit, patients complete (all virtual via Userlytics platform):

Questionnaires: mood, anxiety, sleep, functioning (15-20 min)

Speech tasks: respond to prompts about daily life and motivations (15 min)

Facial expression recognition: identify emotions in faces (15 min)

Patients compensated: Up to $200

Osmind's platform illustration

How to talk to your patients about CANDID

To support your conversations with patients about this study, we have several helpful resources. These include a sample discussion guide below, a patient-facing webpage, and an informational flyer, all available for your use.

Sample Script for Your Appointment:

I wanted to let you know about a research study you might be interested in. It's called CANDID, and it's exploring new ways to measure depression using patterns in speech and facial expressions, looking for objective digital biomarkers that could help us better understand and track depression.

It’s a fully virtual study: no clinic visits, no travel, and no study medications, and you can stay on your current treatment. You’d complete a brief virtual screening, then four online visits over about six weeks, doing questionnaires and some simple tasks—including brief video recordings where you respond to prompts. The recordings are stored securely and your name is removed from the data, though your face and voice would be recognizable in the recordings themselves.

And you'd be compensated up to $200 for your time and participation. If you're interested, I can submit a referral and the study team will reach out to explain everything in detail, including exactly how your data is protected. What do you think?

If they say yes: Submit the referral form 
If they have questions: Direct them to contact the study team at research@osmind.org, or share the patient web page osmind.org/candid. Or send them the patient flyer for more information.
If they decline: No problem, it's completely optional

Ready to take the next step?

If you're interested in participating and being compensated, refer your first patient below:

Have questions or want to learn more?

Email: research@osmind.org

Study Details:
Study Name: CANDID: Community Assessment of Novel Digital Instruments in Depression
Funded by: Janssen Research & Development, LLC
Study Facilitators: Osmind, 3130 20th St Suite 250, San Francisco, CA USA, 94110; Userlytics, 1200 Brickell Avenue, Suite 1950, Miami, Florida, USA 33131
Protocol Version: 0.5 (October 8, 2026)

For more information about Userlytics' terms of service, visit: https://www.userlytics.com/user-experience-research/terms-of-service-testers/

Contact: research@osmind.org

If you, or someone you know, is in crisis or needs immediate assistance, please call 911 immediately. To talk to someone now, please call the National Suicide Prevention Lifeline at 1-800-273-8255 or 988.

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