메뉴 건너뛰기




Volumn 21, Issue 7, 2015, Pages 567-574

A mobile health application to predict postpartum depression based on machine learning

Author keywords

Android; classifiers; Decision support; machine learning; mobile health; pattern recognition; postpartum depression

Indexed keywords

ANDROID (OPERATING SYSTEM); CLASSIFIERS; COST EFFECTIVENESS; DECISION SUPPORT SYSTEMS; E-LEARNING; GRAPHICAL USER INTERFACES; HEALTH RISKS; LEARNING SYSTEMS; MACHINE LEARNING; MHEALTH; PATIENT TREATMENT; PATTERN RECOGNITION; RISK PERCEPTION; SOFTWARE TESTING;

EID: 84936929209     PISSN: 15305627     EISSN: 15563669     Source Type: Journal    
DOI: 10.1089/tmj.2014.0113     Document Type: Article
Times cited : (73)

References (37)
  • 2
    • 0030928152 scopus 로고    scopus 로고
    • Prediction, detection, and treatment of postnatal depression
    • Cooper PJ, Murray L. Prediction, detection, and treatment of postnatal depression. Arch Dis Child 1997;77:97-99.
    • (1997) Arch Dis Child , vol.77 , pp. 97-99
    • Cooper, P.J.1    Murray, L.2
  • 4
    • 33748313348 scopus 로고    scopus 로고
    • Implications of timing of maternal depressive symptoms for early cognitive and language development
    • Sohr-Preston SL, Scaramella LV. Implications of timing of maternal depressive symptoms for early cognitive and language development. Clin Child Fam Psychol Rev 2006;9:65-83.
    • (2006) Clin Child Fam Psychol Rev , vol.9 , pp. 65-83
    • Sohr-Preston, S.L.1    Scaramella, L.V.2
  • 5
    • 0026012917 scopus 로고
    • Suicide during pregnancy and in the first postnatal year
    • Appleby L. Suicide during pregnancy and in the first postnatal year. BMJ 1991;302:137-140.
    • (1991) BMJ , vol.302 , pp. 137-140
    • Appleby, L.1
  • 6
    • 0642335915 scopus 로고    scopus 로고
    • Suicide: The leading cause of maternal death
    • Oates M. Suicide: The leading cause of maternal death. Br J Psychiatry 2003;183:279-281.
    • (2003) Br J Psychiatry , vol.183 , pp. 279-281
    • Oates, M.1
  • 7
    • 24144437746 scopus 로고    scopus 로고
    • Review of screening instruments for postpartum depression
    • Boyd RC, Le HN, Somberg R. Review of screening instruments for postpartum depression. Arch Womens Ment Health 2005;8:141-153.
    • (2005) Arch Womens Ment Health , vol.8 , pp. 141-153
    • Boyd, R.C.1    Le, H.N.2    Somberg, R.3
  • 8
    • 0023260382 scopus 로고
    • Development of the 10-item Edinburgh Postnatal Depression Scale
    • Cox JL, Holden JM, Sagovsky R. Development of the 10-item Edinburgh Postnatal Depression Scale. Br J Psychiatry 1987;150:782-786.
    • (1987) Br J Psychiatry , vol.150 , pp. 782-786
    • Cox, J.L.1    Holden, J.M.2    Sagovsky, R.3
  • 10
    • 12944335006 scopus 로고    scopus 로고
    • Evidence-based medicine: A unified approach
    • Eddy D. Evidence-based medicine: A unified approach. Health Aff (Millwood) 2005;24:9-17.
    • (2005) Health Aff (Millwood) , vol.24 , pp. 9-17
    • Eddy, D.1
  • 14
    • 67650483683 scopus 로고    scopus 로고
    • Prediction of postpartum depression using multilayer perceptrons and pruning
    • Tortajada S, Garćia-Gómez JM, Vicente J, Sanjuán J. Prediction of postpartum depression using multilayer perceptrons and pruning. Methods Inf Med 2009;48:291-298.
    • (2009) Methods Inf Med , vol.48 , pp. 291-298
    • Tortajada, S.1    Garćia-Gómez, J.M.2    Vicente, J.3    Sanjuán, J.4
  • 15
    • 55949099580 scopus 로고    scopus 로고
    • Mood changes after delivery: Role of the serotonin transporter gene
    • Sanjuan J, Martin-Santos R, Garcia-Esteve L. Mood changes after delivery: Role of the serotonin transporter gene. Br J Psychiatry 2008;193:383-388.
    • (2008) Br J Psychiatry , vol.193 , pp. 383-388
    • Sanjuan, J.1    Martin-Santos, R.2    Garcia-Esteve, L.3
  • 16
    • 0038012661 scopus 로고    scopus 로고
    • Validation of the Edinburgh Postnatal Depression Scale (EPDS) in Spanish mothers
    • Garćia-Esteve L, Ascaso L, Ojuel J, Navarro P. Validation of the Edinburgh Postnatal Depression Scale (EPDS) in Spanish mothers. J Affect Disord 2003;75:71-76.
    • (2003) J Affect Disord , vol.75 , pp. 71-76
    • Garćia-Esteve, L.1    Ascaso, L.2    Ojuel, J.3    Navarro, P.4
  • 18
    • 33846576940 scopus 로고    scopus 로고
    • Diagnostic Interview for Genetic Studies (DIGS): Inter-rater and test-retest reliability and validity in a Spanish population
    • Roca M, Martin-Santos R, Saiz J, Obiols J, Serrano MJ, Torrens M. Diagnostic Interview for Genetic Studies (DIGS): Inter-rater and test-retest reliability and validity in a Spanish population. Eur Psychiatry 2007;22:44-48.
    • (2007) Eur Psychiatry , vol.22 , pp. 44-48
    • Roca, M.1    Martin-Santos, R.2    Saiz, J.3    Obiols, J.4    Serrano, M.J.5    Torrens, M.6
  • 19
    • 0021048150 scopus 로고
    • Methodological aspects of life events research
    • Paykel ES. Methodological aspects of life events research. J Psychosom Res 1983;27:341-352.
    • (1983) J Psychosom Res , vol.27 , pp. 341-352
    • Paykel, E.S.1
  • 20
    • 85047697355 scopus 로고    scopus 로고
    • Association of a triallelic serotonin transporter gene promoter region (5-HTTLPR) polymorphism with stressful life events and severity of depression
    • Zalsman G, Huang YY, Oquendo MA, Burke AK, Hu XZ, Brent DA. Association of a triallelic serotonin transporter gene promoter region (5-HTTLPR) polymorphism with stressful life events and severity of depression. Am J Psychiatry 2006;163:1588-1593.
    • (2006) Am J Psychiatry , vol.163 , pp. 1588-1593
    • Zalsman, G.1    Huang, Y.Y.2    Oquendo, M.A.3    Burke, A.K.4    Hu, X.Z.5    Brent, D.A.6
  • 22
    • 0141918745 scopus 로고    scopus 로고
    • A psychometric analysis of the revised Eysenck Personality Questionnaire short scale
    • Aluja A, Garćia O, Garćia L. A psychometric analysis of the revised Eysenck Personality Questionnaire short scale. Pers Individual Differences 2003;35:449-460.
    • (2003) Pers Individual Differences , vol.35 , pp. 449-460
    • Aluja, A.1    Garćia, O.2    Garćia, L.3
  • 24
    • 33845536164 scopus 로고    scopus 로고
    • The class imbalance problem: A systematic study
    • Japkowicz N, Stephen S. The class imbalance problem: A systematic study. Intell Data Anal J 2002;6:429-449.
    • (2002) Intell Data Anal J , vol.6 , pp. 429-449
    • Japkowicz, N.1    Stephen, S.2
  • 25
    • 33646023117 scopus 로고    scopus 로고
    • An introduction to ROC analysis
    • Fawcett T. An introduction to ROC analysis. Pattern Recognition Lett 2006;27:861-874.
    • (2006) Pattern Recognition Lett , vol.27 , pp. 861-874
    • Fawcett, T.1
  • 31
    • 36849025506 scopus 로고    scopus 로고
    • Applying machine learning to software fault-proneness prediction
    • Gondra I. Applying machine learning to software fault-proneness prediction. J Systems Software 2008;81:186-195.
    • (2008) J Systems Software , vol.81 , pp. 186-195
    • Gondra, I.1
  • 32
    • 11144273669 scopus 로고
    • The perceptron: A probabilistic model for information storage and organization in the brain
    • Rosenblatt F. The perceptron: A probabilistic model for information storage and organization in the brain. Psychol Rev 1958;65:386-408.
    • (1958) Psychol Rev , vol.65 , pp. 386-408
    • Rosenblatt, F.1
  • 36
    • 67650082402 scopus 로고    scopus 로고
    • Prognosis and prognostic research: Validating a prognostic model
    • Altman DG, et al. Prognosis and prognostic research: Validating a prognostic model. BMJ 2009;338:1432-1435.
    • (2009) BMJ , vol.338 , pp. 1432-1435
    • Altman, D.G.1
  • 37
    • 37349053011 scopus 로고    scopus 로고
    • Accuracy in the diagnostic prediction of acute appendicitis based on the Bayesian network model
    • Sakai S, Kobayashi K, Nakamura J, Toyabe S, Akazawa K. Accuracy in the diagnostic prediction of acute appendicitis based on the Bayesian network model. Methods Inf Med 2007;46:723-726.
    • (2007) Methods Inf Med , vol.46 , pp. 723-726
    • Sakai, S.1    Kobayashi, K.2    Nakamura, J.3    Toyabe, S.4    Akazawa, K.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.