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Depression Intensity Classification from Tweets Using Fast Text Based Weighted Soft Voting Ensemble

Computers, Materials & Continua 2024年第2期78卷 2047-2066页

作者： Muhammad Rizwan Muhammad Faheem Mushtaq Maryam Rafiq Arif Mehmood Isabel de la Torre Diez monica gracia villar Helena Garay Imran Ashraf Department of Artificial Intelligence The Islamia University of BahawalpurBahawalnagar63100Pakistan Department of Information Technology Khwaja Fareed University of Engineering and ITRYKhan64200Pakistan Department of Computer Science&Information Technology The Islamia University of BahawalpurBahawalnagar63100Pakistan Department of Signal Theory and Communications and Telematic Engineering Unviersity of ValladolidPaseo de Belén 15Valladolid47011Spain Faculty of Social Science and Humanities Universidad Europea del Atlántico Isabel Torres 21Santander39011Spain Department of Project Management Universidad Internacional IberoamericanaCampeche24560México Fundación Universitaria Internacional de Colombia Bogotá111611Colombia Universidad Internacional Iberoamericana AreciboPuerto Rico00613USA Universidade Internacional do Cuanza Cuito46703Angola Department of Information and Communication Engineering Yeungnam UniversityGyeongsan38541South Korea

Predicting depression intensity from microblogs and social media posts has numerous benefits and applications,including predicting early psychological disorders and stress in individuals or the general public.A major challenge in predicting depression using social media posts is that the existing studies do not focus on predicting the intensity of depression in social media texts but rather only perform the binary classification of depression and moreover noisy data makes it difficult to predict the true depression in the social media *** study intends to begin by collecting relevant Tweets and generating a corpus of 210000 public tweets using Twitter public application programming interfaces(APIs).A strategy is devised to filter out only depression-related tweets by creating a list of relevant hashtags to reduce noise in the ***,an algorithm is developed to annotate the data into three depression classes:‘Mild,’‘Moderate,’and‘Severe,’based on International Classification of Diseases-10(ICD-10)depression diagnostic *** baseline classifiers are applied to the annotated dataset to get a preliminary idea of classification performance on the *** FastText-based model is applied and fine-tuned with different preprocessing techniques and hyperparameter tuning to produce the tuned model,which significantly increases the depression classification performance to an 84%F1 score and 90%accuracy compared to ***,a FastText-based weighted soft voting ensemble(WSVE)is proposed to boost the model’s performance by combining several other classifiers and assigning weights to individual models according to their individual *** proposed WSVE outperformed all baselines as well as FastText alone,with an F1 of 89%,5%higher than FastText alone,and an accuracy of 93%,3%higher than FastText *** proposed model better captures the contextual features of the relatively small sample class and aids in the detection of

关键词： Depression classification deep learning FastText machine learning

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Muscle strength deficits are associated with low bone mineral density in young pediatric cancer survivors:The iBoneFIT project

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Journal of Sport and Health Science 2024年第3期13卷 419-427页

作者： Andres Marmol-Perez Jose J.Gil-Cosano Esther Ubago-Guisado Francisco J.Llorente-Cantarero Juan Francisco Pascual-Gázquez Kirsten K.Ness Vicente Martinez-Vizcaino Jonatan R.Ruiz Luis gracia-Marco Department of Physical Education and Sports Faculty of Sport SciencesSport and Health University Research Institute(iMUDS)University of GranadaGranada 18011Spain Department of Epidemiology and Cancer Control St.Jude Children's Research HospitalMemphisTN 38105USA Department of Communication and Education Loyola University AndalusiaSeville 41704Spain Biosanitary Research Institute ibs.GranadaGranada 18012Spain Maimonides Biomedical Research Institute of Cordoba(IMIBIC) Cordoba 14004Spain CIBEROBN Biomedical Research Networking Center for Physiopathology of Obesity and NutritionCarlos III Health InstituteMadrid 28029Spain Department of Specific Didactics Faculty of EducationUniversity of CordobaCordoba 14071Spain Pediatric and adolescent hematology and oncology service Pediatrics and Pediatric Surgery Clinical Management UnitVirgen de las Nieves University HospitalGranada 18014Spain Health and Social Research Center Universidad de Castilla-La ManchaCuenca 13001Spain

Background Pediatric cancer survivors are at increased risk of muscle weakness and low areal bone mineral density(aBMD).However,the prevalence of muscle strength deficits is not well documented,and the associations of muscle strength with aBMD are unknown in this ***,this study aimed to investigate the prevalence of upper-and lower-body muscle strength deficits and to examine the associations of upper-and lower-body muscle strength with age-,sex,and race-specific aBMD Z-scores at the total body,total hip,femoral neck,and lumbar *** This cross-sectional study included 116 pediatric cancer survivors(12.1±3.3 years old,mean±SD;42.2%female).Upper-and lower-body muscle strength were assessed by handgrip and standing long jump test,***‑energy X‑ray absorptiometry was used to measure aBMD(g/cm2).Associations between muscle strength and aBMD were evaluated in multivariable linear regression *** regression was used to evaluate the contribution of muscle strength(1-decile lower)to the odds of having low aBMD(Z-score≤1.0).All analyses were adjusted for time from treatment completion,radiotherapy exposure,and body mass *** More than one-half of survivors were within the 2 lowest deciles for upper-(56.9%)and lower-body muscle strength(60.0%)in comparison to age-and sex-specific reference *** strength deficits were associated with lower aBMD Z-scores at all sites(B=0.133–0.258,p=0.001–0.032).Each 1-decile lower in upper-body muscle strength was associated with 30%–95%higher odds of having low aBMD Z-scores at all *** 1-decile lower in lower-body muscle strength was associated with 35%–70%higher odds of having low aBMD Z-scores at total body,total hip,and femoral *** Muscle strength deficits are prevalent in young pediatric cancer survivors,and such deficits are associated with lower aBMD Z-scores at all *** results suggest that interventions designed to improve muscle strength in t

关键词： Bone health Childhood cancer DXA Lean mass Resistance training

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Spinal Analgesia with Intrathecal Morphine versus Conventional Analgesia after Laparoscopic Colectomy: A Retrospective Cohort Study

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Open Journal of Anesthesiology 2024年第7期14卷 159-174页

作者： Lionel Diyamona Manon Colin Marc Léone Laurent Zieleskiewicz Joseph Nsiala Wilfrid Mbombo Rachel Mbala Bruno Pastene Chris Nsituavibidila Dan Kankonde gracia Likinda Jean Claude Mubenga Khazy Anga Noelly Mukuna Christel Isengingo Department of Anaesthesia and Intensive Care University Clinics of Kinshasa University of Kinshasa Kinshasa Democratic Republic of the Congo Department of Anaesthesia and Intensive Care Marseilles Nord Hospital Marseille France General Hospital of Kinshasa ex Mama Yemo Kinshasa Democratic Republic of the Congo Department of Anaesthesia and Intensive Care Monkole Hospital Centre Kinshasa Democratic Republic of the Congo

Objective: Postoperative pain (POP) following abdominal surgery can vary from a few hours to several days. This acute, unrelieved pain can become chronic, requiring patients to take analgesics on an almost daily basis for comfort. Analgesia using general opioids has many side effects and intrathecal morphine is a good alternative. This study was conducted to evaluate the efficacy of intrathecal morphine (ITM) versus conventional analgesia in the management of postoperative pain in colectomy performed by laparoscopic surgery. Methods: Cohort study conducted at the Hôpital Nord in Marseille, from 01 January to 31 July 2021 in patients aged at least 18 years undergoing anaesthesia for scheduled colectomy by laparoscopic surgery. The primary endpoint was postoperative pain intensity and the secondary endpoints were morphine consumption, treatment side effects and length of hospital stay. Statistical analysis was performed using XLSTAT software. Results: We included 193 patients: 131 in the control group (conventional analgesia) and 62 in the ITM group. We observed: a significant decrease in pain (assessed by numerical scale) in favour of the ITM group in the post-anaesthetic care room, i.e. 3 (±4) vs 1 (±2), p 0 and H2: 2 (±2) vs. 1 (±2);p Conclusion: These results suggest that intrathecal morphine (ITM) in laparoscopic colectomy provides effective postoperative analgesia with low morphine consumption, and a reduction in morphine side-effects compared with conventional analgesia.

关键词： Intrathecal Morphine Colectomy Laparoscopy Conventional Analgesia

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Morbidity and Mortality of Acute Renal Failure in COVID-19 Patients in Intensive Care According to Waves/Variant: Case of the Grand Hôpital de l’Est Francilien Site de Meaux

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Open Journal of Internal Medicine 2024年第1期14卷 16-29页

作者： Khazy Anga Ariel Makembi Éric Amisi Éric Delpierre Vivien Hong Tuan Ha Wilfrid Mbombo Jean Claude Mubenga Dan Kankonde Chris Nsituavibidila Lionel Diyamona Noelly Mukuna gracia Likinda Tharcisse Mabiala Martin Mukenga Médard Bula-Bula Berthe Barhayiga Département d’Anesthésie Réanimation Université de Kinshasa Kinshasa République démocratique du Congo Service de Réanimation Grand H&ocircpital de l’Est Francilien Meaux France Département de Médecine Interne Université de Kinshasa Kinshasa République démocratique du Congo Service d’Anesthésie Réanimation Centre Hospitalier Monkole Kinshasa République démocratique du Congo Department of Anaesthesia and Intensive Care H&ocircpital Général de Référence de Kinshasa Kinshasa République démocratique du Congo Department of Anaesthesia and Intensive Care Université Protestante du Congo Kinshasa République démocratique du Congo

Introduction: The incidence of acute renal failure (ARF) varies between 20% and 40% of cases for COVID-19 patients admitted to the intensive care unit, with very high mortality, but heterogeneous according to the different epidemic waves, probably due to the genetic variant phenomenon of the virus. The aim of this study is to determine the morbidity and mortality of COVID-19 patients admitted with ARF to the intensive care unit of the Grand H?pital Est Francilien (GHEF) according to the waves and variants. Methods: Cross-sectional observational study of COVID-19 patients with ARF admitted to the intensive care unit of the GHEF site in Meaux covering the period from March 1st 2020 to December, 31st 2021. Per-hospitalisation and outcome data were collected and analysed with SPSS version 25.0 software using the Chi-square or Fischer’s exact test or Student’s t-test and logistic regression for p Results: A total of 86 patients were included. The mean age was higher (70 ± 8.5) in patients in the fourth wave than in the other waves (p = 0.015), with male predominance in all waves without significant difference. Co-morbidities: hypertension, diabetes, heart disease, dyslipidaemia and arrhythmia complete with fibrillation were present in all waves. The majority of patients were classified as KDIGO 1 for the different waves (1st: 61.9%, 2nd: 86.5%, 3rd: 80%, and 4th: 75%), with the same trend according to variant (alpha: 80%, beta: 75%, delta: 81.3%, omicron: 75%). Mortality by the wave was: 1st: 28.5%, 2nd: 37.5%, 3rd: 23% and 4th: 11%) and by variant: alpha: 24.2%, beta: 44.8%, delta: 20.7%, omicron: 10.3%). Overall mortality was 33.7%. Case fatality was higher in the fourth wave. Hypertension, shock, failure to recover renal function, acute lung oedema, ventilator-associated lung disease and hyperkalaemia were factors associated with mortality (p Conclusion: Acute renal failure is common in COVID-19 patients admitted to the intensive care unit, and m

关键词： Mortality COVID-19 Morbidity Renal Failure Intensive Care Unit

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Severe Acute Hepatitis of Unknown Origin in Children: What Do We Know Today?

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Journal of Clinical and Translational Hepatology 2022年第4期10卷 711-717页

作者： María Teresa Pérez-gracia Antonio Tarín-Pelló Beatriz Suay-García Área de Microbiología.Departamento de Farmacia Universidad Cardenal Herrera-CEU.CEU UniversitiesAlfara del Patri-arca(Valencia)Spain ESI International Chair@CEU-UCH Departamento de MatemáticasFísica y Ciencias TecnológicasUniversidad Cardenal Herrera-CEUCEU UniversitiesAlfara del Patriarca(Valencia)Spain

In May 2022, the UK International Health Regulations National Focal Point notified World Health Organization of 176 cases of severe acute hepatitis of unknown etiology in children under 10 years of age. From that moment on, cases of severe acute hepatitis of unknown origin in children began to be reported in several countries. As of June 17, 2022, a total of 991 cases had been reported in 35 countries worldwide, 50 children needed a liver transplant and 28 patients died. According to information published by ECDC, 449 cases have been detected in 21 EU countries. The children were between 1 month and 16 years of age. Adenovirus was detected in 62.2% of the analyzed samples. So far, the cause of these cases is unknown and many hypotheses remain open, but hepatitis A-E viruses and COVID-19 vaccines have been ruled out. A possible hypothesis has been published to explain the cause of these cases of severe hepatitis, according to which it could be a consequence of adenovirus infection in the intestine in healthy children previously infected with SARS-CoV-2. No other clear epidemiological risk factors have been identified to date. Thus, at this time, the etiology of the current cases of hepatitis remains under active investigation.

关键词： Hepatitis Children Unknown origin SARS-CoV-2 Adenovirus

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Carbon nanodots:A metal-free,easy-to-synthesize,and benign emitter for light-emitting electrochemical cells

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Nano Research 2022年第6期15卷 5610-5618页

作者： Yongfeng Liu Shi Tang Xiuyu Wu Nicolas Boulanger Eduardo gracia-Espino Thomas Wågberg Ludvig Edman Jia Wang Department of Physics UmeåUniversitySE-90187 UmeåSweden LunaLEC AB Linnaeus väg 24SE-90187 UmeåSweden College of Physical Science and Technology Yangzhou UniversityYangzhou 225009China

Light-emitting electrochemical cells(LECs)can be fabricated with cost-efficient printing and coating methods,but a current drawback is that the LEC emitter is commonly either a rare-metal complex or an expensive-to-synthesize conjugated ***,we address this issue through the pioneering employment of metal-free and facile-to-synthesize carbon nanodots(CNDs)as the emitter in functional LEC ***-shaped(average diameter=4.4 nm)and hydrophilic CNDs,which exhibit narrow cyan photoluminescence(peak=485 nm,full width at half maximum=30 nm)with a high quantum yield of 77%in dilute ethanol solution,were synthesized with a catalyst-free,one-step solvothermal process using low-cost and benign phloroglucinol as the sole starting *** propensity of the planar CNDs to form emission-quenching aggregates in the solid state was inhibited by the inclusion of a compatible 2,7-bis(diphenylphosphoryl)-9,9’-spirobifluorene host compound,and we demonstrate that such pristine host-guest CND-LECs turn on to a peak luminance of 118 cd·m^(−2)within 5 s during constant current-density driving at 77 mA·cm^(−2).

关键词： carbon nanodot light-emitting electrochemical cell phloroglucinol sustainable synthesis solution-based fabrication

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Transforming one organ into another to overcome challenges in tissue engineering

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Portal Hypertension & Cirrhosis 2022年第2期1卷 116-124页

作者： Zhenzhen Wang Xuejiao Tian Chunming Wang Xiaolong Qi Jordi gracia‐Sancho Lei Dong State Key Laboratory of Pharmaceutical Biotechnology School of Life SciencesNanjing UniversityNanjingJiangsuChina State Key Laboratory of Quality Research in Chinese Medicine Institute of Chinese Medical SciencesUniversity of MacaoTaipaMacao SARChina CHESS Center Institute of Portal HypertensionThe First Hospital of Lanzhou UniversityLanzhouGansuChina Department of Visceral Surgery and Medicine InselspitalBern University HospitalUniversity of BernBernSwitzerland Liver Vascular Biology Research Group IDIBAPS Research InstituteCIBEREHDBarcelonaSpain Chemistry and Biomedicine Innovative Center Nanjing UniversityNanjingJiangsuChina

Tissue engineering(TE)is promising for the regeneration of failed ***,immune rejection,shortage of seed cells,and unintegrated blood vessels restrict the development and clinical application of *** last factor is the most challenging and *** the mature blood vessel network in existing dispensable organs could be a powerful approach to effectively overcome the *** being remodeled to harbor an immunosuppressive and proregenerative niche,these potential target organs can be transformed into other organs with specific physiological functions,compensating the latter's failed native *** transformation,such as a hepatized spleen,represents an effective and encouraging TE *** this review,we discuss the current development and obstacles of TE and its feasibility and superiority in organ transformation.

关键词： blood vessel immune rejection organ transformation spleen tissue engineering xenotransplantation

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Effect of silicon carbide-based iron catalyst on reactor optimization for non-oxidative direct conversion of methane

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Journal of Energy Chemistry 2023年第6期81卷 519-532,I0012页

作者： Eun-hae Sim Sung Woo Lee Jin Ju Lee Seung Ju Han Jung Ho Shin gracia Lee Sungrok Ko Kwan-Young Lee Yong Tae Kim C1 Gas&Carbon Convergent Research Center Korea Research Institute of Chemical TechnologyDaejeon 34114Republic of Korea Department of Chemical and Biological Engineering Korea University145 Anam-roSeoul 02841Republic of Korea Department of Chemical and Biomolecular Engineering Yonsei University50 Yonsei-roSeoul 03722Republic of Korea Chemical Data-Driven Research Center Korea Research Institute of Chemical TechnologyDaejeon 34114Republic of Korea Prospective Tech.Exploring Section Basic Chemical R&D centerLottechemical Corp.Daejeon 34059Republic of Korea Department of Advanced Materials and Chemical Engineering University of Science and Technology(UST)Gajeong-dongYuseongDaejeon 34113Republic of Korea

The conversion of methane to olefins,aromatics,and hydrogen(MTOAH)can be used to stably obtain hydrocarbons when the effect of the catalytic surface is optimized from the reaction engineering *** this study,Fe/Si C catalysts were packed into a quartz tube *** catalytic surfaces of Si C and the impregnated Fe species decreased the apparent activation energies(E_a)of methane consumption in the blank reactor between 965 and 1020℃.Consequently,the hydrocarbon yield increased by 2.4times at 1020℃.Based on the model reactions of ethane,ethylene,and acetylene mixed with hydrogen in the range of 500-1020℃,an excess amount of Fe in the reactor favored the C-C coupling reaction over the selective hydrogenation of acetylene;consequently,coke formation was favored over the hydrogenation *** gas-phase reactions and catalyst properties were optimized to increase hydrocarbon yields while reducing coke *** 0.2Fe catalyst-packed reactor(0.26 wt%Fe)resulted in a hydrocarbon yield of 7.1%and a coke selectivity of<2%when the ratio of the void space of the postcatalyst zone to the catalyst space was adjusted to be≥*** on these findings,the facile approach of decoupling the reaction zone between the catalyst surface and the gas-phase reaction can provide insights into catalytic reactor design,thereby facilitating the scale-up from the laboratory to the commercial scale.

关键词： Non-oxidative methane conversion Ethylene Aromatic Methane pyrolysis Fe/SiC Coke resistance Catalytic reactor

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Multiscale assessment of ground,aerial and satellite spectral data for monitoring wheat grain nitrogen content

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Information Processing in Agriculture 2023年第4期10卷 504-522页

作者： Joel Segarra Fatima Zahra Rezzouk Nieves Aparicio Jon González-Torralba Iker Aranjuelo Adrian gracia-Romero Jose Luis Araus Shawn C.Kefauver Integrative Crop Ecophysiology Group Plant Physiology SectionFaculty of BiologyUniversity of BarcelonaBarcelona 08028Spain AGROTECNIO(Center for Research in Agrotechnology) Lleida 251981Spain Agro-technological Institute of Castilla y León(ITACyL) Valladolid 47071Spain Grupo AN Tajonar 31192NavarreSpain Instituto de Agrobiotecnología(IdAB) CSIC-Gobierno de NavarraMutilva Baja 31192PamplonaNavarreSpain

Wheat grain quality characteristics have experienced increasing attention as a central factor affecting wheat end-use products quality and human ***,in the last decades a reduction in grain quality has been ***,it is central to develop efficient quality-related phenotyping *** this sense,one of the most relevant wheat features related to grain quality traits is grain nitrogen content,which is directly linked to grain protein content and monitorable with remote sensing ***,the relation between nitrogen fertilization and grain nitrogen content(protein)plays a central role in the sustainability of *** aiming to develop efficient phenotyping tools using remote sensing instruments and to advance towards a field-level efficient and sustainable monitoring of grain nitrogen status,this paper studies the efficacy of various sensors,multispectral and visible red-greenblue(RGB),at different scales,ground and unmanned aerial vehicle(UAV),and phenological stages(anthesis and grain filling)to estimate grain nitrogen *** models were calculated using vegetation indices at each sensing level,sensor type and phenological ***,this study explores the up-scalability of the best performing model to satellite level Sentinel-2 equivalent *** found that models built at the phenological stage of anthesis with UAV-level multispectral cameras using red-edge bands outperformed grain nitrogen content estimation(R2=0.42,RMSE=0.18%)in comparison with those models built with RGB imagery at ground and aerial level,as well as with those built with widely used ground-level multispectral *** also demonstrated the possibility to use UAV-built multispectral linear models at the satellite scale to determine grain nitrogen content effectively(R2=0.40,RMSE=0.29%)at actual wheat fields.

关键词： Wheat Remote sensing Sentinel-2 Grain nitrogen content Phenotyping

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Comparative effects of different types of exercise on health-related quality of life during and after active cancer treatment:A systematic review and network meta-analysis

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Journal of Sport and Health Science 2023年第6期12卷 726-738页

作者： Vicente Martínez-Vizcaíno Iván Cavero-Redondo Sara Reina-Gutiérrez Luis gracia-Marco JoséJGil-Cosano Bruno Bizzozero-Peroni Fernando Rodriguez-Artalejo Esther Ubago-Guisado Universidad de Castilla-La Mancha Health and Social Research CenterCuenca 16071Spain Facultad de Ciencias de la Salud Universidad Autónoma de ChileTalca 3460000Chile PROFITH(PROmoting FITness and Health through physical activity)Research Group Department of Physical Education and SportsFaculty of Sport SciencesSport and Health University Research Institute(iMUDS)University of GranadaGranada 18012Spain Higher Institute for Physical Education Universidad de la RepúblicaRivera 40000Uruguay Department of Preventive Medicine and Public Health School of MedicineUniversidad Autónoma de MadridMadrid 28029Spain IdiPaz(Instituto de Investigación Sanitaria Hospital Universitario La Paz) Madrid 28029Spain g Epidemiology and Control of Chronic Diseases CIBER of Epidemiology and Public Health(CIBERESP)Madrid 28029Spain Cancer Registry of Granada Escuela Andaluza de Salud PúblicaGranada 18011Spain Cancer Epidemiology Group Instituto de Investigación BiosanitariaGranada 18012Spain

Background The positive influence of most types of exercise has been reported repeatedly,but what the most effective exercise approaches are for improving health-related quality of life(HRQoL)in people with cancer remains *** aim of this systematic review and network meta-analysis was to synthesize the evidence from intervention studies to assess the effects of different types of exercise on HRQoL during and after cancer *** MEDLINE,SPORTDiscus,the Cochrane Library,Web of Science,and Scopus were searched for randomized controlled trials aimed at testing the effects of exercise interventions meant to improve HRQoL in people with *** analyses were conducted for HRQoL as measured by general and cancer-specific *** also evaluated whether the effects of exercise were different during and after cancer treatment in both the physical and mental HRQoL *** In total,93 studies involving 7435 people with cancer were *** effect size estimates comparing exercise intervention *** care were significant for combined exercise(0.35,95%confidence interval(95%CI):0.14–0.56)for HRQoL as measured by general questionnaires,and for combined(0.31,95%CI:0.13–0.48),mind–body exercise(0.54,95%CI:0.18–0.89),and walking(0.39,95%CI:0.04–0.74)for HRQoL as measured by cancer-specific *** Exercise programs combining aerobic and resistance training can be recommended to improve HRQoL during and after cancer *** scarcity and heterogeneity of these studies prevents us from making recommendations about other exercise modalities due to insufficient evidence.

关键词： Cancer Exercise HRQoL Physical activityTagedEnd

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