Models

Named models are pre-configured sign bundles tuned for specific health contexts. For model overview and how to choose, see Models Overview. For individual sign evidence tiers and acoustic indicators, see Signs reference.

Clinical Behavioral Health

Modelhaven

Clinical behavioral health screening for telehealth, primary care, and employee assistance contexts. Covers mood disruption, anxiety, stress, hypervigilance, attention dysregulation, and fatigue as primary signs.

Common Scenarios

Pre-visit screening: Collect a short recording before an appointment and surface flagged signs to the care team for review.
Between-visit check-ins: Collect recordings between appointments and use recommended_action to identify when a follow-up or escalation is indicated.
Population health monitoring: Aggregate signals across a cohort to inform program outreach or resource allocation.

Signs

name	Label	Evidence tier
`mood-disruption`	Mood Disruption	Established
`anxiety`	Anxiety	Established
`stress`	Stress	Established
`fatigue`	Fatigue	Established
`hypervigilance`	Hypervigilance	Emerging
`attention-dysregulation`	Attention Dysregulation	Emerging

General Wellness

Modelpulse

General wellness and readiness monitoring for employer-sponsored wellness programs and employee assistance platforms. Exposes mood disruption, anxiety, stress, fatigue, dehydration, and elevated blood pressure as primary signs.

Common Scenarios

Weekly pulse checks: Collect brief recordings as part of a regular employee wellness check-in and aggregate population-level signals for HR dashboards.
EAP referral: Use recommended_action to route employees to an EAP counselor when signals reach review or escalate.
Manager dashboards: With appropriate consent, surface aggregated team-level trends (not individual scores) to people managers for wellness support.

Signs

name	Label	Evidence tier
`mood-disruption`	Mood Disruption	Established
`anxiety`	Anxiety	Established
`stress`	Stress	Established
`fatigue`	Fatigue	Established
`elevated-blood-pressure`	Elevated Blood Pressure	Established
`dehydration`	Dehydration	Investigational

Cognitive Health

Modelclarity

Cognitive health screening for neurology practices, brain health platforms, and cognitive assessment programs. Exposes cognitive impairment as the primary sign.

Common Scenarios

Cognitive screening: Use as a pre-assessment tool before neuropsychological evaluation to triage referral urgency.
Post-TBI monitoring: Collect recordings at scheduled clinical assessments during recovery and surface cognitive signals to the clinical team for review.
Ongoing monitoring: Track cognitive signals between clinical appointments to inform care decisions.

Signs

name	Label	Evidence tier
`cognitive-impairment`	Cognitive Impairment	Established

Women's Health

Modelaria

Women's health screening for OB/GYN practices, hormonal health platforms, and women's wellness programs. Exposes elevated androgens, iron deficiency, dehydration, mood disruption, fatigue, anxiety, and elevated blood pressure as primary signs. Gender-stratified models are used where applicable.

Common Scenarios

Symptom triage: Surface hormonal and metabolic signals to a care coordinator for review alongside lab work.
Check-ins during treatment: Collect recordings at scheduled clinical touchpoints and surface hormonal signals for care team review.

Signs

name	Label	Evidence tier
`mood-disruption`	Mood Disruption	Established
`anxiety`	Anxiety	Established
`fatigue`	Fatigue	Established
`elevated-blood-pressure`	Elevated Blood Pressure	Established
`elevated-androgens`	Elevated Androgens	Emerging
`dehydration`	Dehydration	Investigational
`iron-deficiency`	Iron Deficiency	Investigational

Sports & Human Performance

Modelapex

Sports medicine, athletic training, and occupational health screening. Exposes head impact, cognitive load, fatigue, dehydration, stress, anxiety, and cardiovascular strain as primary signs.

Common Scenarios

Pre-competition screening: Collect a short recording before training or competition and surface fatigue or cognitive signs for review by a performance coach or athletic trainer.
Post-impact screening: For contact sports, collect recordings after potential head impacts; elevated head-impact signals warrant immediate medical evaluation.
Recovery assessments: Collect recordings at scheduled check-ins during recovery and use fatigue and cognitive impairment signals to inform return-to-play discussions with a sports medicine professional.

Signs

name	Label	Evidence tier
`stress`	Stress	Established
`anxiety`	Anxiety	Established
`fatigue`	Fatigue	Established
`head-impact`	Head Impact	Established
`cognitive-load`	Cognitive Load	Established
`cardiovascular-strain`	Cardiovascular Strain	Established
`dehydration`	Dehydration	Investigational

Recovery & Substance Use

Modelharbor

Recovery and substance use programs, behavioral health practices, and outpatient treatment. Exposes alcohol use pattern, substance use pattern, emotional destabilization, anxiety, and stress as primary signs.

Common Scenarios

Intake assessment: Screen new participants for co-occurring indicators before treatment planning.
Recovery check-ins: Collect periodic recordings from enrolled participants and use recommended_action to prioritize counselor follow-ups.
Relapse risk monitoring: Elevated signals on alcohol use pattern or substance use pattern identify when outreach or clinical follow-up is warranted.

Signs

name	Label	Evidence tier
`anxiety`	Anxiety	Established
`stress`	Stress	Established
`emotional-destabilization`	Emotional Destabilization	Established
`alcohol-use-pattern`	Alcohol Use Pattern	Emerging
`substance-use-pattern`	Substance Use Pattern	Emerging

Cardiometabolic & Body Baseline

Modeltide

Cardiometabolic and body baseline monitoring. Exposes elevated blood pressure, metabolic load, dehydration, iron deficiency, and fatigue as primary signs. Combines signs across evidence tiers; use tier labels when interpreting each signal.

Common Scenarios

Research intake: Collect recordings during clinical assessments and correlate acoustic signals with lab values to evaluate biomarker validity for your population.
Pilot monitoring: Enrich wellness or clinical datasets with metabolic acoustic signals as a supplementary data stream alongside standard clinical measures.
Exploratory screening: Use as a preliminary flag for metabolic conditions in telemedicine or app-based contexts; follow up with clinical evaluation.

Signs

name	Label	Evidence tier
`elevated-blood-pressure`	Elevated Blood Pressure	Established
`fatigue`	Fatigue	Established
`metabolic-load`	Metabolic Load	Emerging
`dehydration`	Dehydration	Investigational
`iron-deficiency`	Iron Deficiency	Investigational

Respiratory Health

Modelbreath

Respiratory health screening for respiratory conditions with detectable acoustic signatures. Exposes airway obstruction pattern and allergy as primary signs.

Common Scenarios

Telemedicine triage: Collect a short recording at the start of a remote visit and surface respiratory signals to the clinician as supplementary context alongside a standard symptom review.
Between-appointment check-ins: Collect recordings between scheduled appointments and use airway obstruction and allergy signals to identify when a clinical follow-up may be indicated.
Research partnerships: Use as a supplementary biomarker data stream in respiratory research, correlating acoustic signals with spirometry or clinical assessments.

Signs

name	Label	Evidence tier
`airway-obstruction-pattern`	Airway Obstruction Pattern	Established
`allergy`	Allergy	Emerging