October 2025 PMID 40813712

A personal health large language model for sleep and fitness coaching.

Justin Khasentino, Anastasiya Belyaeva, Xin Liu, Zhun Yang, Nicholas A Furlotte, Chace Lee, Erik Schenck, Yojan Patel, Jian Cui, Logan Douglas Schneider, Robby Bryant, Ryan G Gomes, Allen Jiang, Roy Lee, Yun Liu

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Mentions

131

Peak: 105 in Aug 2025

across 6 sources since Aug 2025

Extended reach

1,027,189

potential audience

Total likes

Video views

Mentions per month

Aug 2025 – Nov 2025

Where it's discussed

X / Twitter109 posts
News8 articles
Bluesky6 posts
YouTube3 videos
Facebook3 posts
Blogs2 articles

AI synopsis

What people are saying

The discussions reflect a generally positive attitude toward the research, with several examples praising the model’s achievements, like outperforming human experts, and its potential to revolutionize health practices. Words like 'exceeded', 'achievement', and 'transform' convey excitement and recognition of the study’s importance, demonstrating high interest and engagement.

AgreementModerate agreement

Most discussions express positive reception and acknowledge the significance of this new health model, with some highlighting its superior performance over humans.

InterestHigh interest

Participants show high curiosity and enthusiasm about the technology’s potential, referencing major research outlets and technical achievements.

EngagementModerate engagement

Many social discussions cite specific details from the publication, such as performance metrics and implications for health monitoring, suggesting active engagement.

ImpactModerate impact

The publication is perceived to have a meaningful influence on health tech, as evidenced by references to it surpassing human experts and transforming personal health strategies.

Abstract in brief

Large language models (LLMs) are underutilized in personalized health monitoring, especially with data from wearable devices, prompting the development of the Personal Health Large Language Model (PH-LLM) for sleep and fitness applications.
PH-LLM, a fine-tuned version of the Gemini LLM, outperformed human experts in assessments of sleep and fitness, showcasing its advanced capabilities in generating personalized insights and predictions from daily numerical sensor data.
Evaluations demonstrated PH-LLM's effectiveness in predicting self-reported sleep quality and providing tailored recommendations, highlighting its potential to transform personal health monitoring through enhanced data integration and analysis.

Read the full abstract

All mentions

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HealthTech Dose · Aug 19, 2025 8 views

AI Enhances Personalized Healthcare Monitoring and Recommendations

This video explores the development of the Personal Health Large Language Model (PH-LLM) tailored for sleep and fitness coaching, highlighting its capabilities to outperform human experts in generating personalized…

HealthTech Dose · Aug 15, 2025 2 views

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HealthTech Dose · Aug 22, 2025 2 views

vitaminrush.bsky.social

@vitaminrush.bsky.social · Bluesky

A personal health large language model for sleep and fitness coaching https://www.vitaminrush.com/270750/a-personal-health-large-language-model-for-sleep-and-fitness-coaching/ Owing to the absence of clearly defined language and multimodal datasets in the domain of personal health, we created …

Nov 24, 2025 View post →

Patrick Wayte

@PatrickWayte · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Nov 4, 2025 · 398 shares · 824 followers View post →

Olalekan Owusu

@OlalekanOwusu · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Nov 2, 2025 · 398 shares · 519 followers View post →

Lin Wanqing

@wanqing168168 · X

RT @DrChoueiri: “A personal health large language model for sleep and fitness coaching “ ⁦⁦@NatureMedicine⁩ Is this the beginning of the…

Oct 7, 2025 · 4 shares · 42 followers View post →

Sahba Ferdowsi DO (conciergedoc)

@DrFerdowsi · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Oct 7, 2025 · 398 shares · 9,628 followers View post →

José-María Súnico

@jmsunico.bsky.social · Bluesky

sn-news: #ai #ml #llm #hmc #healthcare A personal health large language model for sleep and fitness coaching www.nature.com/articles/s41...

Oct 6, 2025 · 1 like View post →

José-María Súnico

@jmsunico.bsky.social · Bluesky

sn-news: #ai #ml #llm #hmc #healthcare A personal health large language model for sleep and fitness coaching www.nature.com/articles/s41...

Oct 5, 2025 · 1 like View post →

José-María Súnico

@jmsunico · X

sn-news: #ai #ml #llm #hmc #healthcare A personal health large language model for sleep and fitness coaching https://t.co/0pxjazlcsX

Oct 5, 2025 · 842 followers View post →

Dr. Gennadi Glinsky, MD, Ph.D.

@gglinskii · X

A personal health large language model for sleep and fitness coaching https://t.co/Irk0QMeMlp

Sep 30, 2025 · 2,073 followers View post →

Sophia

@Daisy_7df · X

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Nature Japan

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Pon｜食と健康

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Sindre Wimberger

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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Ideagoras

@Ideagoras · X

A personal health large language model for sleep and fitness coaching. https://t.co/7x3m28jWEQ via @Nature

Aug 22, 2025 · 2 likes · 4,293 followers View post →

Juan Blanco

@jablamas · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 19, 2025 · 402 shares · 193 followers View post →

NetScience

@netscience.bsky.social · Bluesky

A personal health large language model for sleep and fitness coaching www.nature.com/articles/s41...

Aug 19, 2025 · 1 like View post →

NetScience

@net_science · X

A personal health large language model for sleep and fitness coaching https://t.co/oS8Ql5M4dJ

Aug 19, 2025 · 2 likes · 9,768 followers View post →

Ali Sohani

@alisohani · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 18, 2025 · 402 shares · 2,766 followers View post →

Ivan Reyes

@ivanrs297 · X

RT @fly51fly: [LG] A personal health large language model for sleep and fitness coaching J Khasentino, A Belyaeva, X Liu, Z Yang... [Google…

Aug 17, 2025 · 2 shares · 94 followers View post →

fly51fly

@fly51fly · X

[LG] A personal health large language model for sleep and fitness coaching J Khasentino, A Belyaeva, X Liu, Z Yang... [Google] (2025) https://t.co/UtZjlszSBp https://t.co/RVU6JcVZH7

Aug 17, 2025 · 5 likes · 2 shares · 7,771 followers View post →

GyuYong Jung

@Obliviscence · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 17, 2025 · 402 shares · 461 followers View post →

Stefania Colasanti

@Stefani19753108 · X

RT @RyanNipp: A personal health large language model for sleep and fitness coaching. https://t.co/ZWqSRB2rzr @Nature @NatureMedicine #Ar…

Aug 17, 2025 · 2 shares · 813 followers View post →

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Lluís Fondevila

@LluisFondeStock · X

@danielisdizzy For instance, $GOOG recent paper in Nature: A personal health large language model for sleep and fitness coaching. "... personalized health monitoring using wearable device data..."

Aug 17, 2025 · 65 followers View post →

Dev Khanna

@CurieuxExplorer · X

RT @bimedotcom: A personal health large language model for sleep and fitness coaching https://t.co/214n1rqg3v via @GoogleForHealth, @Nature…

Aug 17, 2025 · 27 shares · 43,343 followers View post →

Cristiane D Bergerot

@crisbergerot · X

RT @RyanNipp: A personal health large language model for sleep and fitness coaching. https://t.co/ZWqSRB2rzr @Nature @NatureMedicine #Ar…

Aug 16, 2025 · 2 shares · 8,159 followers View post →

Ryan Nipp, MD, MPH, MBA, FASCO

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yoko

@yoko08010907 · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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The Technology Equalizer

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Smaksked Skåne AB

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RT @bimedotcom: A personal health large language model for sleep and fitness coaching https://t.co/214n1rqg3v via @GoogleForHealth, @Nature…

Aug 16, 2025 · 27 shares · 7,319 followers View post →

GLASS_PhD

@joybeingfree99 · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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Data Society TW

@DataSocietyTW · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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SiyaTheETFguy™

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IoT Channel 66

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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DEV

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Hongru Wang

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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Life Science Journal Content

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P.MOHANSRINIVAS

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Terence Tuhinanshu

@rajadain · X

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QuantizedHuman

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Enrique López

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Susana Apellidos

@SusanaApellidos · X

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iceblueatlantic

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Shannon R

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simemi84

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No Permission Free Person

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Aug 16, 2025 · 402 shares · 4,315 followers View post →

BusinessIntelligence

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Aug 16, 2025 · 27 shares · 16,106 followers View post →

Nattapong Charoensuk

@nattapch32 · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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spped

@sped989 · X

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Frederick Zimmerman

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Aug 16, 2025 · 402 shares · 2,595 followers View post →

Frederick Zimmerman

@xtuffai · X

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Sergey Minaev

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Aug 16, 2025 · 27 shares · 31,445 followers View post →

David Mataciunas- AI for Private Credit

@DeividasMat · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 16, 2025 · 402 shares · 412 followers View post →

Yohko Hatada 畠田陽子　EMLS RI

@YohkoHatada · X

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zscore

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Aug 15, 2025 · 402 shares · 14,100 followers View post →

Rudrank Riyam

@rudrank · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 398 shares · 14,626 followers View post →

Inpi

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Jean-marc Clocheau

@jmclocheau · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 3 followers View post →

Joyce

@manol9999 · X

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Aug 15, 2025 · 402 shares · 1,159 followers View post →

益田裕介@精神科医/こころのリワークセンター大阪本町/YouTubeとAI

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 44,896 followers View post →

darwincr

@darwincr248640 · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 25 followers View post →

Paul

@pauldshin · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 130 followers View post →

Alexandre Strube

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 809 followers View post →

Keith Patton

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 1,156 followers View post →

World of DF

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 228 followers View post →

Julie Chan

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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Focus Edge

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Wizard1618

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 3,608 followers View post →

Brian Sigafoos

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 664 followers View post →

Ismail Fahmi

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 188,318 followers View post →

Lluís Fondevila

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 65 followers View post →

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uwksma

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First Five Digits

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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RT @bimedotcom: A personal health large language model for sleep and fitness coaching https://t.co/214n1rqg3v via @GoogleForHealth, @Nature…

Aug 15, 2025 · 27 shares · 3,199 followers View post →

scott

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 209 followers View post →

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saiarava

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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RT @bimedotcom: A personal health large language model for sleep and fitness coaching https://t.co/214n1rqg3v via @GoogleForHealth, @Nature…

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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Aug 15, 2025 · 402 shares · 1,421 followers View post →

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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al’amin ai

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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萌派(MPI)

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RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

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RT @bimedotcom: A personal health large language model for sleep and fitness coaching https://t.co/214n1rqg3v via @GoogleForHealth, @Nature…

Aug 15, 2025 · 27 shares · 53,124 followers View post →

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e/ectric curtis

@electric_curtis · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 125 followers View post →

Daehee Lee

@bioexpert · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 191 followers View post →

Wilson

@JD_WSKY · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 189 followers View post →

Hipolito

@hipolito_nk · X

RT @ns123abc: Google DeepMind just dropped a Nature paper: “A personal health large language model for sleep and fitness coaching.” > Gemi…

Aug 15, 2025 · 402 shares · 5 followers View post →

uk-nb.bsky.social

@uk-nb.bsky.social · Bluesky

A personal health large language model for sleep and fitness coaching https://www.newsbeep.com/uk/67557/ Owing to the absence of clearly defined language and multimodal datasets in the domain of personal health, we…

Aug 14, 2025 View post →

Climate, Ecology, War & More by Dr. Glen Barry, BigEarthData.ai

@bigearthdata.bsky.social · Bluesky

A personal health large language model for sleep and fitness coaching ->Nature | #Health | More info from EcoSearch

Aug 14, 2025 View post →

A personal health large language model for sleep and fitness coaching.

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Advancing Personalized Healthcare with Fine-Tuned AI Models

AI Enhances Personalized Healthcare Monitoring and Recommendations

Advances in Pharmaceutical R&D and Digital Cognitive Assessment in Healthcare