Evidence map›Paper›PMID 41918982›Full record

ReviewFrontiers in digital health2026

Translating AI research into reality: summary of the 2025 voice AI Symposium and Hackathon.

Samantha Salvi Cruz, Jamie Toghranegar, Bradley Malin, Tarun Mehra, Bob MacDonald, Marisha Speights, Camille Noufi, Yan Fossat, Guy Fagherrazi, Nicholas Cummins and 45 more

Abstract readReview
PubMed Full text at PMC Publisher
In one paragraph

Review in Frontiers in digital health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

55 authors.

Samantha Salvi CruzDepartment of Otolaryngology - Head & Neck Surgery, Vanderbilt University Medical Center, Nashville, TN, United States.
Jamie ToghranegarDepartment of Otolaryngology - Head & Neck Surgery, University of South Florida, Tampa, FL, United States.
Bradley MalinDepartment of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, United States.
Tarun MehraMicrosoft Health & Life Science, Boston, MA, United States.
Bob MacDonaldGoogle, Mountain View, CA, United States.
Marisha SpeightsDepartment of Communication Sciences & Disorders, Northwestern University, Evanston, IL, United States.
Camille NoufiAmplifier Health, San Francisco, CA, United States.
Yan FossatKlick Applied Sciences, Toronto, ON, Canada.
Guy FagherraziDepartment of Precision Health, Luxembourg Institute of Health, Strassen, Luxembourg.
Nicholas CumminsInstitute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom.
Abir ElbejiDepartment of Precision Health, Luxembourg Institute of Health, Strassen, Luxembourg.
Alden BlatterFaculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada.
Alexander GelbardDepartment of Otolaryngology - Head & Neck Surgery, Vanderbilt University Medical Center, Nashville, TN, United States.
Arianna ArienzoVoiceMed, Rome, Italy.
Sebastien BaurGoogle Research, New York, NY, United States.
Katie WetstoneDrivenData, Washington, DC, United States.
Julián PellerEverything ALS Foundation, Seattle, WA, United States.
Rhoda AuDepartment of Anatomy & Neurobiology, Chobanian & Avedisian School of Medicine, Boston University, Boston, MA, United States.
Hugo BothaDepartment of Neurology, Mayo Clinic, Rochester, MN, United States.
Amir LahavSkyMedAI, Boston, MA, United States.
Daria HemmerlingDepartment of Measurement and Electronics, AGH University of Krakow, Krakow, Poland.
Fabio CataniaMcGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, United States.
James AnibalDepartment of Engineering Science, Institute of Biomedical Engineering, University of Oxford, Oxford, United Kingdom.
Shumit SahaDepartment of Biomedical Data Science, School of Applied Computational Sciences, Meharry Medical College, Nashville, TN, United States.
Oita ColemanOpen Voice TrustMark Initiative, Apex, NC, United States.
Hortense GalloisFaculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada.
Sophia Avila MartinezDepartment of Otolaryngology - Head & Neck Surgery, University of South Florida, Tampa, FL, United States.
Nihar MahapatraDepartment of Electrical & Computer Engineering, Michigan State University, East Lansing, MI, United States.
Jaskanwal Deep Singh SaraDepartment of Cardiovascular Medicine, Mayo Clinic, Rochester, MN, United States.
Aarush MathurDepartment of Electrical & Computer Engineering, Michigan State University, East Lansing, MI, United States.
Rupal PatelDepartment of Communication Sciences and Disorders, Northeastern University, Boston, MA, United States.
Konrad ZielińskiUhura Bionics, Mazowieckie, Poland.
Lampros KourtisADDF SpeechDx Program, Boston, MA, United States.
Jordan Lerner-EllisDepartment of Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON, Canada.
Yan CongSchool of Languages and Cultures, Purdue University, West Lafayette, IN, United States.
Hoan NgoDepartment of Computer Science and Engineering, Florida Southern College, Lakeland, FL, United States.
Tanya TalkarLinus Health, Cambridge, MA, United States.
Greg HaleWalt Disney Park and Resorts, Orlando, FL, United States.
Keith ComitoLifespan Extension Advocacy Foundation, Seaford, NY, United States.
Satrajit GhoshMcGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, United States.
Stephanie WattsDepartment of Otolaryngology - Head & Neck Surgery, University of South Florida, Tampa, FL, United States.
Steven BedrickMedical Informatics & Clinical Epidemiology, Oregon Health & Science University, Portland, OR, United States.
Maria PowellDepartment of Otolaryngology - Head & Neck Surgery, Vanderbilt University Medical Center, Nashville, TN, United States.
Jean-Christophe Bélisle-PiponDepartment of Health Sciences, Simon Fraser University, Burnaby, BC, Canada.
Andrea KrusselHealth Information and Data Science, Washington University in St. Louis, St. Louis, MO, United States.
Ishaan MahapatraHaslett High School, Haslett, MI, United States.
Ruth BahrDepartment of Communication Sciences and Disorders, University of South Florida, Tampa, FL, United States.
Karim HannaDepartment of Otolaryngology - Head & Neck Surgery, University of South Florida, Tampa, FL, United States.
Cynthia KostelnikOffice of Research, University of South Florida, Tampa, FL, United States.
Katie DorseyOffice of Development and Alumni Relations, University of South Florida, Tampa, FL, United States.
MyVan JohnOffice of Communication and Marketing, University of South Florida, Tampa, FL, United States.
Kathleen CurpOffice of Communication and Marketing, University of South Florida, Tampa, FL, United States.
Anaïs RameauDepartment of Otolaryngology - Head & Neck Surgery, Weill Cornell Medicine, New York, NY, United States.
Bridge2AI-Voice Consortium
Yael BensoussanDepartment of Otolaryngology - Head & Neck Surgery, University of South Florida, Tampa, FL, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The 2025 Voice AI Symposium represented a transition from conceptual research to clinical implementation in vocal biomarker science. Hosted by the NIH-funded Bridge2AI-Voice consortium, the meeting convened global experts to address the methodological, ethical, and translational challenges of integrating voice-based artificial intelligence (AI) into healthcare. This mini-review synthesizes symposium insights across six domains: multimodal integration, FAIR (Findable, Accessible, Interoperable, Reusable) and CARE (Collective Benefit, Authority to Control, Responsibility, Ethics) data governance, clinical translation, interdisciplinary training, and cross-sector innovation. Research presented demonstrated voice as a latent, multimodal biomarker reflecting neurological, cardiopulmonary, and psychological states, while discussions emphasized ethical data practices and human-centered design. The implementation-focused panels underscored the importance of workflow alignment and usability for adoption in real-world care. Collectively, the symposium reflects a field advancing toward translational readiness and ethical accountability, positioning voice AI as a scalable, inclusive tool for next-generation healthcare.

Indexed as

artificial intelligenceclinical translationmultimodal datavocal biomarkersvoice AI

Identifiers

PMID41918982
PMCPMC13033691

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.