older adults;
mHealth;
weight loss;
prevention;
engagement;
digital health;
diabetes;
D O I:
10.3389/fdgth.2022.886783
中图分类号:
R19 [保健组织与事业(卫生事业管理)];
学科分类号:
摘要:
BackgroundDigital health programs have been shown to be feasible and effective for the prevention of chronic diseases such as diabetes. Contrary to expectations, findings also suggest that older adults have higher levels of engagement with digital health programs than younger adults. However, there is a paucity of research examining outcomes among older adults in digital health programs and whether higher engagement is related to better outcomes. MethodsWe examined weight loss outcomes for 538 users aged 65 and older participating in one of two app-based prevention programs called the Diabetes Prevention Program and the Prevention Program, respectively. Both programs were available on a single artificial intelligence (AI)-powered digital health platform and shared a common goal of weight loss. We also examined the relationship between key engagement metrics (i.e., conversing with the AI-powered coach, weigh-ins, and initiating educational lessons early in the program) and weight loss outcomes. ResultsThe average weight loss of all enrollees having a weight measurement after after the 9th week was 4.51%, and the average weight loss of the Diabetes Prevention Program enrollees meeting a minimum engagement level was 8.56%. Greater weight loss was associated with a greater number of days with AI-powered coaching conversations (p = 0.03), more weigh-ins (p = 0.00), and early educational lesson initiation (p = 0.02). ConclusionsDigital health programs powered by AI offer a promising solution for health management among older adults. The results show positive health outcomes using app-based prevention programs, and all three engagement metrics were independently associated with weight loss.
机构:
Tohoku Univ, Liaison Ctr Innovat Dent, Grad Sch Dent, Div Reg Community Dev, Sendai, Miyagi 9808575, Japan
Tohoku Univ, Dept Int & Community Oral Hlth, Grad Sch Dent, Sendai, Miyagi 9808575, JapanTohoku Univ, Liaison Ctr Innovat Dent, Grad Sch Dent, Div Reg Community Dev, Sendai, Miyagi 9808575, Japan
Kusama, Taro
Kiuchi, Sakura
论文数: 0引用数: 0
h-index: 0
机构:
Tohoku Univ, Dept Int & Community Oral Hlth, Grad Sch Dent, Sendai, Miyagi 9808575, JapanTohoku Univ, Liaison Ctr Innovat Dent, Grad Sch Dent, Div Reg Community Dev, Sendai, Miyagi 9808575, Japan
Kiuchi, Sakura
Tani, Yukako
论文数: 0引用数: 0
h-index: 0
机构:
Tokyo Med & Dent Univ, Grad Sch Med & Dent Sci, Dept Global Hlth Promot, Bunkyo Ku, Tokyo 1138510, JapanTohoku Univ, Liaison Ctr Innovat Dent, Grad Sch Dent, Div Reg Community Dev, Sendai, Miyagi 9808575, Japan
Tani, Yukako
Aida, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Tokyo Med & Dent Univ, Grad Sch Med & Dent Sci, Dept Oral Hlth Promot, Bunkyo Ku, Tokyo 1138510, JapanTohoku Univ, Liaison Ctr Innovat Dent, Grad Sch Dent, Div Reg Community Dev, Sendai, Miyagi 9808575, Japan
Aida, Jun
Kondo, Katsunori
论文数: 0引用数: 0
h-index: 0
机构:
Chiba Univ, Ctr Prevent Med Sci, Dept Social Prevent Med Sci, Chuo Ku, Chiba 2638522, Japan
Natl Ctr Geriatr & Gerontol, Ctr Gerontol & Social Sci, Dept Gerontol Evaluat, Obu, Aichi 4748511, JapanTohoku Univ, Liaison Ctr Innovat Dent, Grad Sch Dent, Div Reg Community Dev, Sendai, Miyagi 9808575, Japan
Kondo, Katsunori
Osaka, Ken
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h-index: 0
机构:
Tohoku Univ, Dept Int & Community Oral Hlth, Grad Sch Dent, Sendai, Miyagi 9808575, JapanTohoku Univ, Liaison Ctr Innovat Dent, Grad Sch Dent, Div Reg Community Dev, Sendai, Miyagi 9808575, Japan
机构:
Tufts Univ, Friedman Sch Nutr Sci & Policy, Boston, MA 02111 USA
Lose It, Boston, MA USATufts Univ, Friedman Sch Nutr Sci & Policy, Boston, MA 02111 USA
Novello, Sarah
Cash, Sean
论文数: 0引用数: 0
h-index: 0
机构:
Tufts Univ, Friedman Sch Nutr Sci & Policy, Boston, MA 02111 USATufts Univ, Friedman Sch Nutr Sci & Policy, Boston, MA 02111 USA
Cash, Sean
Roberts, Susan
论文数: 0引用数: 0
h-index: 0
机构:
Tufts Univ, Friedman Sch Nutr Sci & Policy, Boston, MA 02111 USA
Tufts Univ, JM USDA Human Nutr Res Ctr Aging, Boston, MA 02111 USATufts Univ, Friedman Sch Nutr Sci & Policy, Boston, MA 02111 USA
Roberts, Susan
Masters, William
论文数: 0引用数: 0
h-index: 0
机构:
Tufts Univ, Friedman Sch Nutr Sci & Policy, Boston, MA 02111 USATufts Univ, Friedman Sch Nutr Sci & Policy, Boston, MA 02111 USA
机构:
Sun Yat Sen Univ, Dept Clin Res, Canc Ctr, Guangzhou, Peoples R China
Collaborat Innovat Ctr Canc Med, State Key Lab Oncol South China, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Dept Clin Res, Canc Ctr, Guangzhou, Peoples R China
Li, Ji-Bin
Qiu, Zhi-Yu
论文数: 0引用数: 0
h-index: 0
机构:
Collaborat Innovat Ctr Canc Med, State Key Lab Oncol South China, Guangzhou, Peoples R China
Sun Yat Sen Univ, Canc Ctr, Dept Liver Surg, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Dept Clin Res, Canc Ctr, Guangzhou, Peoples R China
Qiu, Zhi-Yu
Liu, Zhen
论文数: 0引用数: 0
h-index: 0
机构:
First Peoples Hosp Foshan, Dept Rehabil Med, Foshan, Peoples R ChinaSun Yat Sen Univ, Dept Clin Res, Canc Ctr, Guangzhou, Peoples R China
Liu, Zhen
Zhou, Qian
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Affiliated Hosp 1, Clin Res Ctr, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Dept Clin Res, Canc Ctr, Guangzhou, Peoples R China
Zhou, Qian
Feng, Li-Fen
论文数: 0引用数: 0
h-index: 0
机构:
Govt Affairs Serv Ctr Hlth Commiss Guangdong Prov, Dept Stat, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Dept Clin Res, Canc Ctr, Guangzhou, Peoples R China
Feng, Li-Fen
Li, Jun-Dong
论文数: 0引用数: 0
h-index: 0
机构:
Collaborat Innovat Ctr Canc Med, State Key Lab Oncol South China, Guangzhou, Peoples R China
Sun Yat Sen Univ, Canc Ctr, Dept Gynecol Oncol, Dong Feng East Rd 651, Guangzhou 510060, Peoples R ChinaSun Yat Sen Univ, Dept Clin Res, Canc Ctr, Guangzhou, Peoples R China
Li, Jun-Dong
Zhang, Xi
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Sch Med, Xin Hua Hosp, Clin Res Unit, 1665 Kongjiang Rd,Kejiao Bldg 233B, Shanghai 200092, Peoples R ChinaSun Yat Sen Univ, Dept Clin Res, Canc Ctr, Guangzhou, Peoples R China
机构:
UCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USAUCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USA
Hooker, Andrew R.
Sagui-Henson, Sara J.
论文数: 0引用数: 0
h-index: 0
机构:
UCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USAUCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USA
Sagui-Henson, Sara J.
论文数: 引用数:
h-index:
机构:
Daubenmier, Jennifer
Moran, Patricia J.
论文数: 0引用数: 0
h-index: 0
机构:
UCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USAUCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USA
Moran, Patricia J.
Hartogensis, Wendy
论文数: 0引用数: 0
h-index: 0
机构:
UCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USAUCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USA
Hartogensis, Wendy
Acree, Michael
论文数: 0引用数: 0
h-index: 0
机构:
UCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USAUCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USA
Acree, Michael
Kristeller, Jean
论文数: 0引用数: 0
h-index: 0
机构:
Indiana State Univ, Dept Psychol, Terre Haute, IN 47809 USAUCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USA
Kristeller, Jean
Epel, Elissa S.
论文数: 0引用数: 0
h-index: 0
机构:
UCSF Dept Psychiat, Ctr Hlth & Community, San Francisco, CA USAUCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USA
Epel, Elissa S.
Mason, Ashley E.
论文数: 0引用数: 0
h-index: 0
机构:
UCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USA
UCSF Dept Psychiat, Ctr Hlth & Community, San Francisco, CA USAUCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USA
Mason, Ashley E.
Hecht, Frederick M.
论文数: 0引用数: 0
h-index: 0
机构:
UCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USA
UCSF, Dept Med, San Francisco, CA 94143 USAUCSF, Osher Ctr Integrat Med, 1545 Divisadero St 4th Floor, San Francisco, CA 94115 USA