体育科研

参考文献

[1] KATZMARZYK P T, FRIEDENREICH C, SHIRO MA E J, et al. Physical inactivity and non-communicable disease burden in low-income, middle-income and highincome countries[J]. British Journal of Sports Medicine,2022, 56(2):101-106.

[2] BULL F C, AL-ANSARI S S, BIDDLE S, et al. World Health Organization 2020 guidelines on physical activity and sedentary behaviour[J]. British Journal of Sports Medicine, 2020, 54(24):1451-1462.

[3] GUTHOLD R, STEVENS G A, RILEY L M, et al. Global trends in insufficient physical activity among adolescents:A pooled analysis of 298 population-based surveys with 1.6 million participants[J]. The Lancet Child&Adolescent Health, 2020, 4(1):23-35.

[4] GUTHOLD R, STEVENS G A, RILEY L M, et al. Worldwide trends in insufficient physical activity from 2001 to2016:A pooled analysis of 358 population-based surveys with 1.9 million participants[J]. The Lancet Global Health, 2018, 6(10):e1077-e1086.

[5] PIERCY K L, TROIANO R P, BALLARD R M, et al.The physical activity guidelines for Americans[J]. JAMA,2018, 320(19):2020-2028.

[6] HUANG B H, DUNCAN M J, CISTULLI P A, et al.Sleep and physical activity in relation to all-cause , cardiovascular disease and cancer mortality risk[J]. British Journal of Sports Medicine, 2022, 56(13):718-724.

[7] DING D, LAWSON K D, KOLBE-ALEXANDER T L,et al. The economic burden of physical inactivity:A global analysis of major non-communicable diseases[J].The Lancet, 2016, 388(10051):1311-1324.

[8] LEAR S A, HU W H, RANGARAJAN S, et al. The effect of physical activity on mortality and cardiovascular disease in 130 000 people from 17 high-income, middle-income, and low-income countries:The PURE study[J]. Lancet, 2017, 390(10113):2643-2654.

[9]陈媛媛,柯雅蕾,吕筠,等.客观测量身体行为的大型人群队列研究进展与实践[J].中华流行病学杂志,2024,45(1):35-40.

[10] LIU Y. Promoting physical activity among Chinese youth:No time to wait[J]. Journal of Sport and Health Science,2017, 6(2):248-249.

[11] REIS R S, SALVO D, OGILVIE D, et al. Scaling up physical activity interventions worldwide:Stepping up to larger and smarter approaches to get people moving[J].The Lancet, 2016, 388(10051):1337-1348.

[12] TREMBLAY M S. Challenges in global surveillance of physical activity[J]. The Lancet Child&Adolescent Health, 2020, 4(1):2-3.

[13] EKELUND U, TARP J, STEENE-JOHANNESSEN J,et al. Dose-response associations between accelerometry measured physical activity and sedentary time and all cause mortality:Systematic review and harmonised metaanalysis[J]. BMJ, 2019, 366:l4570.

[14]中共中央国务院.“健康中国2030”规划纲要[EB/OL].[2025-03-10]. https://www. gov. cn/zhengce/202203/content_3635233.htm.

[15] TREMBLAY M S, CARSON V, CHAPUT J P, et al.Canadian 24-hour movement guidelines for children and youth:An integration of physical activity, sedentary behaviour, and sleep[J]. Applied Physiology, Nutrition, and Metabolism, 2016, 41(6 Suppl 3):S311-S327.

[16] RODRIGUES B, ENCANTADO J, CARRA?A E, et al.Questionnaires measuring 24-hour movement behaviors in childhood and adolescence:Content description and measurement properties-a systematic review[J]. Journal of Physical Activity&Health, 2023, 20(1):50-76.

[17] EKELUND U, STEENE-JOHANNESSEN J, BROWN W J, et al. Does physical activity attenuate, or even eliminate, the detrimental association of sitting time with mortality A harmonised meta-analysis of data from more than 1 million men and women[J]. Lancet, 2016, 388(10051):1302-1310.

[18] DEMPSEY P C, STRAIN T, KHAW K T, et al. Prospective associations of accelerometer-measured physical activity and sedentary time with incident cardiovascular disease , cancer, and all-cause mortality[J]. Circulation ,2020, 141(13):1113-1115.

[19] BUMAN M P, WINKLER E A H, KURKA J M, et al.Reallocating time to sleep, sedentary behaviors, or active behaviors:Associations with cardiovascular disease risk biomarkers, NHANES 2005-2006[J]. American Journal of Epidemiology, 2014, 179(3):323-334.

[20] HUANG J F , MEMON A R , BAO R , et al. 24-H movement behaviours research in Chinese population:A scoping review[J]. Journal of Exercise Science&Fitness,2024, 22(4):397-405.

[21]常振亚.学龄前儿童24h运动指南推荐量的实证探索：以长沙市为例[J].体育科学,2021,41(5):80-87.

[22]吴志建,王竹影,郑贺,等.基于等时替代模型的老年人久坐行为、体力活动与认知功能的关系[J].上海体育学院学报,2022,46(8):33-41.

[23]杨兴隆,王丽娟,陈欢,等.基于儿童体质健康的两种24 h活动时间替代模式的实证比较[J].体育科学,2023,43(9):63-70.

[24]尹龙,李芳,孙明云.幼儿24h活动行为对基本动作技能影响的成分等时替代效益[J].上海体育学院学报,2023,47(3):90-100.

[25]孙毅,刘媛,尹小俭,等.基于体质健康的多指标联合ROC曲线法建立儿童青少年24 h活动行为推荐量的探索性研究[J].中国体育科技,2024,60(4):10-18,28.

[26]常振亚,王树明.24小时动作行为对学龄前儿童体质健康影响的等时替代效益研究[J].体育科学,2020,40(10):50-57.

[27] AUNGER J, WAGNILD J. Objective and subjective measurement of sedentary behavior in human adults:A toolkit[J]. American Journal of Human Biology, 2022, 34(1):e23546.

[28] MATTHEWS C E, KOZEY KEADLE S, MOORE S C,et al. Measurement of active and sedentary behavior in context of large epidemiologic studies[J]. Medicine and Science in Sports and Exercise, 2018, 50(2):266-276.

[29] PEDDIE M C, SCOTT T, HASZARD J J. Using a 24 h activity recall(STAR-24)to describe activity in adolescent boys in New Zealand:Comparisons between a sample collected before, and a sample collected during the COVID-19 lockdown[J]. International Journal of Envi ronmental Research and Public Health, 2021, 18(15):8035.

[30]?UC A, EINFALT L,?ARABON N, et al. Validity and reliability of self-reported methods for assessment of24-h movement behaviours:A systematic review[J]. International Journal of Behavioral Nutrition and Physical Activity, 2024, 21(1):83.

[31] ZHENG J X, TAN T C, ZHENG K F, et al. Development of a 24-hour movement behaviors questionnaire(24HMBQ)for Chinese college students:Validity and reliability testing[J]. BMC Public Health, 2023, 23(1):752.

[32] ABERNETHY M. Self-reports and observer reports as data generation methods:An assessment of issues of both methods[J]. Universal Journal of Psychology, 2015,3(1):22-27.

[33] HARDY L L, MIHRSHAHI S. Elements of effective population surveillance systems for monitoring obesity in school aged children[J]. International Journal of Environmental Research and Public Health, 2020, 17(18):6812.

[34] GRGIC J, DUMUID D, BENGOECHEA E G, et al.Health outcomes associated with reallocations of time between sleep, sedentary behaviour, and physical activity:A systematic scoping review of isotemporal substitut ion studies[J]. International Journal of Behav ioral Nu trition and Physical Activity, 2018, 15(1):69.

[35] RODRIGUES B, JUDICE P B, MARQUES A, et al.24-hour Movement Questionnaire(QMov24h)for adults:Development process and measurement proper ties[J].International Journal of Behavioral Nutrition and Physical Activity, 2024, 21(1):116.

[36] BHARATHI A V, SANDHYA N, VAZ M. The development&characteristics of a physical activity questionnaire for epidemiological studies in urban middle class Indians[J]. The Indian Journal of Medical Research, 2000,111:95-102.

[37] SINHA S, KURPAD A V, KURIYAN R. Total energy expenditure(TEE)of young adults from urban South India:Revisiting their daily energy requirement[J]. European Journal of Clinical Nutrition, 2021, 75(5):845-851.

[38] Organization W H. Report of a joint FAO/WHO/UNU expert consultation[M]. Energy and protein requirements.World Health Organization Geneva. 1985:71-80.

[39] KINRA S, MALLINSON P A C, CRESSWELL J A, et al. Relative contribution of diet and physical activity to increased adiposity among rural to urban migrants in India:A cross-sectional study[J]. PLoS Medicine, 2020, 17(8):e1003234.

[40] MOHAN I, GUPTA R, MISRA A, et al. Disparities in prevalence of cardiometablic risk factors in rural, urbanpoor, and urban-middle class women in India[J]. PLoS One, 2016, 11(2):e0149437.

[41] DWARKANATH P, VASUDEVAN A, THOMAS T, et al. Socio-economic, environmental and nutritional characteristics of urban and rural South Indian women in early pregnancy:Findings from the South Asian Birth Cohort(START)[J]. Public Health Nutrition, 2018, 21(8):1554-1564.

[42] ANAND S S, VASUDEVAN A, GUPTA M, et al. Rationale and design of South Asian Birth Cohort(START):A Canada-India collaborative study[J]. BMC Public Health, 2013, 13:79.

[43] BUCHOWSKI M S, MATTHEWS C E, COHEN S S,et al. Evaluation of a questionnaire to assess sedentary and active behaviors in the Southern Community Cohort Study[J]. Journal of Physical Activity&Health, 2012, 9(6):765-775.

[44] NECHUTA S J , LIPWORTH L , CHEN W Y , et al.Physical activity in association with mortality among Black women diagnosed with breast cancer in the Southern Community Cohort Study[J]. Cancer Causes&Control, 2023, 34(3):277-286.

[45] DENG K, XU M, SAHINOZ M, et al. Associations of neighborhood sociodemographic environment with mortality and circulating metabolites among low-income black and white adults living in the southeastern United States[J]. BMC Medicine, 2024, 22(1):249.

[46] CSIZMADI I, NEILSON H K, KOPCIUK K A, et al.The Sedentary Time and Activity Reporting Questionnaire(STAR-Q):Reliability and validity against doubly labeled water and 7-day activity diaries[J]. American Journal of Epidemiology, 2014, 180(4):424-435.

[47] AL-HAZZAA H M, ALOTHMAN S A, ALBAWARDI N M, et al. An Arabic sedentary behaviors questionnaire(ASBQ):Development, content validation, and pre-testing findings[J]. Behavioral Sciences, 2022, 12(6):183.

[48] PALMN?S M S A, KOPCIUK K A, SHAYKHUTDINOV R A, et al. Serum metabolomics of activity energy expenditure and its relation to metabolic syndrome and obesity[J]. Scientific Reports, 2018, 8(1):3308.

[49] LYNCH B M, FRIEDENREICH C M, KHANDWALA F, et al. Development and testing of a past year measure of sedentary behavior:The SIT-Q[J]. BMC Public Health,2014, 14:899.

[50] PEDERSEN E S L, MORTENSEN L H, BRAGE S, et al. Criterion validity of the physical activity scale(PAS2)in Danish adults[J]. Scandinavian Journal of Public Health,2018, 46(7):726-734.

[51] KETELS M, DE BACQUER D, GEENS T, et al. Assessing physiological response mechanisms and the role of psychosocial job resources in the physical activity health paradox:Study protocol for the Flemish Employees'Physical Activity(FEPA)study[J]. BMC Public Health,2019, 19(1):765.

[52] KIKUCHI H, INOUE S, ODAGIRI Y, et al. Intensityspecific validity and reliability of the Japan Public Health Center-based prospective study-physical activity questionnaire[J]. Preventive Medicine Reports, 2020, 20:101169.

[53] TAKASE M, NAKAYA N, NAKAMURA T, et al. Genetic risk, healthy lifestyle adherence, and risk of developing diabetes in the Japanese population[J]. Journal of Atherosclerosis and Thrombosis, 2024, 31(12):1717-1732.

[54] NISHIHARA K , NAKANO S, YAMAJI T , et al. Height, body mass index, physical activity, and risk of colorectal cancer in relation to expression of insulin receptor:The Japan Public Health Center-based Prospective Study[J]. International Journal of Cancer, 2024, 155(10):1751-1761.

[55] ROSENBAUM S, MORELL R, ABDEL-BAKI A, et al.Assessing physical activity in people with mental illness:23-country reliability and validity of the simple physical activity questionnaire(SIMPAQ)[J]. BMC Psychiatry,2020, 20(1):108.

[56] CRAIG C L, MARSHALL A L, SJ魻STR魻M M, et al.International physical activity questionnaire:12-country reliability and validity[J]. Medicine and Science in Sports and Exercise, 2003, 35(8):1381-1395.

[57] VANDELANOTTE C, DUNCAN M J, STANTON R,et al. Validity and responsiveness to change of the Active Australia Survey according to gender, age, BMI, education, and physical activity level and awareness[J].BMC Public Health, 2019, 19(1):407.

[58] CASTRO MONTEIRO F, DE OLIVEIRA SILVA F,JOSIANE WACLAWOVSKY A, et al. Physical activity and sedentary behavior levels among individuals with mental illness:A cross-sectional study from 23 countries[J]. PLoS One, 2024, 19(4):e0301583.

[59] KREPPKE J N, CODY R, BECK J, et al. Long-term outcomes of physical activity counseling in in-patients with major depressive disorder:Results from the PACINPAT randomized controlled trial[J]. Translational Psychiatry, 2024, 14:160.

[60] KASTELIC K,?ARABON N, BURNARD M D, et al.Validity and reliability of the daily activity be haviours questionnaire(DABQ)for assessment of time spent in sleep,sedentary behaviour, and physical activity[J]. International Journal of Environmental Research and Public Health,2022, 19(9):5362.

[61] KASTELIC K, L魻FLER S, MATKO?, et al. Va lidity of the German version of daily activity behaviours questionnaire among older adults[J]. Journal of Aging and Physical Activity, 2023, 31(6):1016-1022.

[62] CRISTI-MONTERO C , MART魱NEZ-FLORES R , ESPINOZA-PUELLES J P, et al. Study protocol and rationale of“the UP project”:Evaluating the effectiveness of active breaks on health indicators in desk-based workers[J]. Frontiers in Public Health, 2024, 12:1363015.

[63] KASTELIC K, PEDI?IC?, LIPOVAC D, et al. Associations of meeting 24-h movement guidelines with stress and self-rated health among adults:Is meeting more guidelines associated with greater benefits[J]. BMC Public Health, 2021, 21(1):929.

[64] TROIANO R P , BERRIGAN D , DODD K W, et al.Physical activity in the United States measured by accelerometer[J]. Medicine and Science in Sports and Exercise, 2008, 40(1):181-188.

[65] LYNCH L, MCCARRON M, MCCALLION P, et al.An exploration into self-reported inactivity behaviours of adults with an intellectual disability using physical activity questionnaires[J]. Journal of Intellectual Disability Research, 2024, 68(12):1396-1407.

[66] PARK B, LEE H A, SHIN Y, et al. Development and psychometric testing of a questionnaire for the Korea Youth risk behavior survey to assess physical activity behaviors[J]. BMC Public Health, 2024, 24(1):1686.

[67] HUSU P, V?H?-YPY?H, TOKOLA K, et al. Reliability and validity of self-reported questionnaires assessing physical activity and sedentary behavior in Finland[J].International Journal of Environmental Research and Public Health, 2024, 21(6):686.

[68] HUANG C H, YANG Y W, SHI G, et al. Associations between emotional/behavioral problems and physical activity among Chinese adolescents:The mediating role of sleep quality[J]. Current Psychology, 2024, 43(14):12709-12720.

[69] WILLEMS I, VERBESTEL V, CALDERS P, et al. Testretest reliability and internal consistency of a newly developed questionnaire to assess explanatory variables of24-h movement behaviors in adults[J]. International Journal of Environmental Research and Public Health, 2023,20(5):4407.

[70] MANNEVILLE F, MULLER L, COLLMANN C, et al.P06-12 Construction and validation of a physical activity and sedentary behavior temperaments questionnaire among French adults[J]. European Journal of Public Health, 2022,32(Supplement_2):ckac095.097.

[71] TREUTH M S, SHERWOOD N E, BUTTE N F, et al.Validity and reliability of activity measures in AfricanAmerican girls for GEMS[J]. Medicine and Science in Sports and Exercise, 2003, 35(3):532-539.

[72]郭强,汪晓赞.儿童青少年身体活动研究的国际发展趋势与热点解析：基于流行病学的视角[J].体育科学,2015,35(7):58-73.

[73] CHATZITHEOCHARI S, MYLONA E. Does diary mode matter in time-use research[EB/OL].[2025-03-10].https://www.researchgate.net/publication/360136297_Does_Diary_Mode_Matter_in_Time-Use_Research#read.

[74] BAUMAN A, BITTMAN M, GERSHUNY J. A short history of time use research; implications for public health[J]. BMC Public Health, 2019, 19(Suppl 2):607.

[75]李博,刘阳.基于代理报告式问卷的学龄前儿童身体活动测量工具研究及启示[J].体育学研究,2024,38(1):102-111.

[76] FUKUSHIMA N, AMAGASA S, KIKUCHI H, et al.Validity and reliability of the Work-related Physical Activity Questionnaire for assessing intensity-specific physical activity and sedentary behavior in the workplace[J].Sangyo Eiseigaku Zasshi, 2020, 62(2):61-71.

[77] TROST S G, TERRANOVA C O, BROOKES D S K,et al. Reliability and validity of rapid assessment tools for measuring 24-hour movement behaviours in children aged 0-5 years:The Movement Behaviour Questionnaire Baby(MBQ-B)and child(MBQ-C)[J]. The International Journal of Behavioral Nutrition and Physical Activity,2024, 21(1):43.

[78] KASTELIC K, COE I,?ARABON N. Validity and reliability of the daily activity behaviours questionnaire(DABQ)for the assessment of 24-h movement behaviours among adolescents[J]. Kinesiology, 2023, 55(2):289-297.

[79] DRASCHKOW D, KUMLE L, VO M, et al. Distractor influences on working memory encoding and usage in natural behavior[J]. Journal of Vision, 2022, 22(14):3535.

[80] FORSETH B, PAPANEK P E, BANDINI L, et al. Feasibility and acceptability of a self-report activity diary in families of children with and without special needs[J].Comprehensive Child and Adolescent Nursing, 2019, 42(4):293-303.

[81]向剑锋,李之俊.加速度计和体力活动日记监测日常体力活动的效度研究[J].中国体育科技,2015,51(6):128-133.

[82]聂明剑,程慧丽,龙湘微,等.ActiGraph(GT3X/±系列)加速度计睡眠筛查方法研究进展[J].体育科学,2024,44(5):72-83.

[83]史美英,沈莹,刘文娟,等.基于应用健康行为过程取向理论的干预方案对老年心力衰竭患者久坐行为影响研究[J].军事护理,2024,41(12):10-14.

[84]李天庚,郭梁,曾赛,等.身体活动和静态行为与学龄前儿童认知发展的关系[J].中国儿童保健杂志,2024,32(10):1111-1115.

[85] SILVA H, RAMOS P G F, TENO S C, et al. The impact of sit-stand desks on full-day and work-based sedentary behavior of office workers:A systematic review[J]. Human Factors, 2025, 67(7):695-713.

[86] WHO Guidelines on physical activity and sedentary behaviour.[EB/OL].[2025-03-10].https://www.ncbi.nlm.nih.gov/books/NBK566045/.

[87]项天乐,周娜,李芳,等.儿童24 h活动行为测评方法研究进展[J/OL].中国全科医学,2024:1-8.

[88]胡学文,赵广高,付近梅,等.基于等时替代模型的幼儿身体活动、久坐与睡眠的关系[J].体育学刊,2024,31(5):143-150.

[89] PARK C, LARSEN B, KWON S C, et al. Reallocating time between device-measured 24-hour activities and cardiovascular risk in Asian American immigrant women:An isotemporal substitution model[J]. PLoS One, 2024,19(1):e0297042.

[90]杨兴隆,王丽娟,徐琪,等.基于体质健康、心理健康及执行功能的我国儿童青少年24 h活动推荐量研究[J].体育科学,2024,44(7):75-86.

[91]刘曙亮,周玉兰,楼佳颖,等.基于成分数据分析的留守儿童24 h活动时间分布与情绪及行为问题的关系[J].浙江师范大学学报（自然科学版）,2024,47(4):465-471.

[92] GIURGIU M, VON HAAREN-MACK B, FIEDLER J,et al. The wearable landscape:Issues pertaining to the validation of the measurement of 24-h physical activity,sedentary, and sleep behavior assessment[J]. Journal of Sport and Health Science, 2025, 14:101006.

[93] TREMBLAY M S. Introducing 24-hour movement guidelines for the early years:A new paradigm Gaining momentum[J]. Journal of Physical Activity&Health, 2020,17(1):92-95.

[94] WILLUMSEN J, BULL F. Development of WHO guidelines on physical activity, sedentary behavior, and sleep for children less than 5 years of age[J]. Journal of Physical Activity&Health, 2020, 17(1):96-100.

[95] ROSS R, JANSSEN I, TREMBLAY M S. Public health importance of light intensity physical activity[J]. Journal of Sport and Health Science, 2024, 13(5):674-675.

[96] TREMBLAY M S, COLLEY R C, SAUNDERS T J, et al. Physiological and health implications of a sedentary lifestyle[J]. Applied Physiology, Nutrition, and Metabolism, 2010, 35(6):725-740.

[97] CARSON V, TREMBLAY M, SPENCE J, et al. Adherence to the Canadian Sedentary Behaviour Guidelines for the Early Years(aged 0-4 years)among children from Kingston, Canada[J]. Journal of Science and Medicine in Sport, 2012, 15:S324.

[98] CLUTTERBUCK G L, JOHNSTON L M. Appraisal of Clinical Practice Guideline:Canadian 24-hour movement guidelines for children and youth:An integration of physical activity, sedentary behaviour, and sleep[J].Journal of Physiotherapy, 2021, 67(3):223.

[99]高新松,乔添琪,赵梦贤.我国残疾运动员24小时活动行为与心理韧性、主观幸福感的相关性研究[J].中国运动医学杂志,2025,44(4):281-290.

[100]张涵敏,张婷,武宝爱,等.24 h活动行为与小学生身体素质的关系[J].中国学校卫生,2023,44(1):17-22.

[101]SUMONJA S, JEVTIC M. Children self-reports and Parent proxy reports of physical activity and sedentary behaviour[J]. European Journal of Public Health, 2019,29(Supplement_4):ckz186.470.

[102]CHING P L Y H, DIETZ W H. Reliability and validity of activity measures in preadolescent girls[J]. Pediatric Exercise Science, 1995, 7(4):389-399.

[103]CHEN L H, LIU T. Association of accelerometer-measured physical activity and incident Parkinson ’s disease:Insights and future research directions[J]. NPJ Digital Medicine, 2024, 7:158.

[104]MCGARTY A M, PENPRAZE V, DALL P M, et al.Feasibility of a laboratory-based protocol for measuring energy expenditure and accelerometer calibration in adults with intellectual disabilities[J]. Pilot and Feasibility Studies, 2024, 10(1):94.

[105]NIELA-VILEN H, AZIMI I, SUORSA K, et al. Comparison of oura smart ring against ActiGraph accelerometer for measurement of physical activity and sedentary time in a free-living context[J]. Computers, Informatics,Nursing, 2022, 40(12):856-862.

[106]KONISHI N, OBA T, TAKANO K, et al. Functions of smartphone apps and wearable devices promoting physical activity:Six-month longitudinal study on Japanesespeaking adults[J]. JMIR MHealth and UHealth, 2024, 12.

[107]彭程,米靖,陈岩松.科技助力体育：柔性可穿戴设备在运动监控领域的应用、困境与展望[C]//第十三届全国体育科学大会论文摘要集：墙报交流（运动训练学分会）（一）.天津：中国体育科学学会,2023:316-318.

[108]FARRAHI V, CLARE P. Artificial intelligence and machine learning-powerful yet underutilized tools and algorithms in physical activity and sedentary behavior research[J]. Journal of Physical Activity&Health, 2024, 21(4):320-322.

[109]SEITZ L, BEKMEIER-FEUERHAHN S, GOHIL K.Can we trust a chatbot like a physician A qualitative study on understanding the emergence of trust toward diagnostic chatbots[J]. International Journal of HumanComputer Studies, 2022, 165:102848.

[110]KE Y H, YANG R, LIE S A, et al. Mitigating cognitive biases in clinical decision-making through multi-agent conversations using large language models:Simulation study[J]. Journal of Medical Internet Research, 2024,26.

[111]FARRAHI V, ROSTAMI M, DUMUID D, et al. Joint profiles of sedentary time and physical activity in adults and their associations with cardiometabolic health[J].Medicine and Science in Sports and Exercise, 2022, 54(12):2118-2128.

[112]FARRAHI V, ROSTAMI M, NAUHA L, et al. Replacing sedentary time with physical activity and sleep:Associations with cardiometabolic health markers in adults[J]. Scandinavian Journal of Medicine&Science in Sports, 2023, 33(6):907-920.

[113]BISWAS A, CHEN C, DOBSON K G, et al. Identifying the sociodemographic and work-related factors related to workers'daily physical activity using a decision tree approach[J]. BMC Public Health, 2023, 23(1):1853.

[114]VU C C. Embedded-machine learning and soft, flexible sensors for wearable devices-viewing from an AI engineer[J]. Materials Today Physics, 2024, 42:101376.

[115]DE GRAAF D, DE VRIES N M, VAN DE ZANDE T,et al. Measuring physical functioning using wearable sensors in parkinson disease and chronic obstructive pulmonary disease(the accuracy of digital assessment of performance trial study):Protocol for a prospective observational study[J]. JMIR Research Protocols, 2024, 13.

[116]SCHALKAMP A K, PEALL K J, HARRISON N A, et al. Wearable movement-tracking data identify Parkinson’s disease years before clinical diagnosis[J]. Nature Medicine, 2023, 29(8):2048-2056.

[117]JACOBSON N C, LEKKAS D, HUANG R, et al. Deep learning paired with wearable passive sensing data predicts deterioration in anxiety disorder symptoms across17-18 years[J]. Journal of Affective Disorders, 2021, 282:104-111.

[118]LI G G, LI S L, XIE J N, et al. Identifying changes in dynamic plantar pressure associated with radiological knee osteoarthritis based on machine learning and wearable devices[J]. Journal of Neuroengineering and Rehabilitation, 2024, 21(1):45.

[119]DIAZ-RAMOS R E, NORIEGA I, TREJO L A, et al.Using wearable devices and speech data for personalized machine learning in early detection of mental disorders:Protocol for a participatory research study[J]. JMIR Research Protocols, 2023, 12:e48210.