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Scienza Health
Mental/Behavioral HealthRehab

Fatigue-Malaise Screening in Rehabilitation Centers

GIA® screens for Fatigue-Malaise in rehabilitation centers through a single conversational interaction lasting under 5 minutes. She analyzes over 2,500 speech biomarkers using Voice AI, Computer Vision, and Speech Biomarkers. Screening performance: 71.7% accuracy. Results are delivered to the clinician in 60 seconds. Zero additional staff required. 510(k) registered.

GIA® screens patients during downtime between therapy sessions — a natural conversation that captures cognitive and speech biomarker changes during the critical early recovery window when intervention is most effective.

Screening Performance71.7% accuracy
THE CHALLENGE

Why Fatigue-Malaise goes undetected in rehabilitation centers

PT, OT, and SLP therapists provide 3+ hours of daily therapy. Nursing provides medical oversight. No dedicated resource for cognitive or behavioral screening between therapy sessions. Fatigue-Malaise symptoms are often subtle, progressive, and easily attributed to other factors in this care environment.

Post-surgical and post-stroke patients face elevated risk of cognitive complications and depression

Therapy teams focus on functional recovery — cognitive and behavioral screening is not their primary scope

Short lengths of stay (14-21 days) mean conditions must be caught quickly or they are missed entirely

Cognitive complications after cardiac procedures affect up to 30% of patients

HOW IT WORKS

How does GIA® screen for Fatigue-Malaise in rehabilitation centers?

GIA® meets the patient by video, voice, or landline — wherever they are in the rehabilitation center environment. The screening conversation takes under five minutes and feels like a natural check-in, not a clinical assessment.

During the conversation, GIA® analyzes over 2,500 speech biomarkers — including vocal tremor, articulatory precision, prosodic patterns, and cognitive load indicators — alongside 436 visual data points from facial micro-expressions and body movement during video sessions.

Results are delivered to the clinician in 60 seconds. Four data types write back to the EHR automatically: structured screening results with ICD-10 codes, clinician-ready medical notes, a full timestamped transcript, and the recorded patient video. The clinician reviews and submits — the human is always in the loop.

< 5 minscreening time
60sto clinician-ready results
2,500+speech biomarkers analyzed
0additional staff required
COMPLIANCE & DOCUMENTATION

What compliance requirements does this address?

IRF-PAI documentation requires cognitive function assessment. PDPM case-mix classification rewards accurate condition identification. Missed diagnoses lead to undertreated conditions and readmissions.

GIA® produces survey-ready documentation automatically — structured screening results, medical notes, full transcripts, and patient video — all written back to the EHR in real time. When a surveyor asks how you screen for fatigue-malaise, the answer is in the patient record: timestamped, structured, and reviewable.

FREQUENTLY ASKED QUESTIONS

Fatigue-Malaise screening in rehabilitation centers

How is Fatigue-Malaise screened in rehabilitation centers?

GIA® screens for Fatigue-Malaise through a single conversational interaction lasting under 5 minutes. She analyzes over 2,500 speech biomarkers using Voice AI, Computer Vision, and Speech Biomarkers. GIA® screens patients during downtime between therapy sessions — a natural conversation that captures cognitive and speech biomarker changes during the critical early recovery window when intervention is most effective. Results are delivered to the clinician in 60 seconds.

Does Fatigue-Malaise screening require additional staff?

No. GIA® conducts the screening conversation independently — zero additional clinical staff required during the interaction. PT, OT, and SLP therapists provide 3+ hours of daily therapy. Nursing provides medical oversight. No dedicated resource for cognitive or behavioral screening between therapy sessions. The clinician reviews the results in under 2 minutes.

What is the accuracy of Fatigue-Malaise screening?

Fatigue-Malaise screening accuracy: 71.7% accuracy. The platform is 510(k) registered and trained on 12.3 million longitudinal PAC/LTC patient records and 27 billion clinical events.

REHAB SCREENING

Other conditions screened in rehabilitation centers

See GIA® screen for Fatigue-Malaise live

Under 5 minutes. 60-second results. Zero staff time.

Schedule a Demo