Understanding human functioning using graphical models

BMC Medical Research Methodology

Volumn 10, Issue , 2010, Pages

  Kalisch, Markus ^a,b   Fellinghauer, Bernd Ag ^a,b   Grill, Eva ^c   Maathuis, Marloes H ^b   Mansmann, Ulrich ^c   Bühlmann, Peter ^b   Stucki, Gerold ^a,c,d,e  

^a SWISS PARAPLEGIC RESEARCH   (Switzerland)

^b ETH ZURICH   (Switzerland)

^c UNIVERSITY OF MUNICH   (Germany)

^d UNIVERSITY OF LUCERNE   (Switzerland)

^e ICF Research Branch   (Switzerland)

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; CLASSIFICATION; DISABILITY; DISABLED PERSON; HEALTH STATUS; HEALTH SURVEY; HUMAN; QUALITY OF LIFE; THEORETICAL MODEL;

DISABILITY EVALUATION; DISABLED PERSONS; HEALTH STATUS; HEALTH STATUS INDICATORS; HUMANS; MODELS, THEORETICAL; QUALITY OF LIFE;

EID: 77749330119     PISSN: None     EISSN: 14712288     Source Type: Journal    
DOI: 10.1186/1471-2288-10-14     Document Type: Article

References (24)

1. Models of disablement, universalism and the international classification of impairments, disabilities and handicaps. JE Bickenbach S Chatterji EM Badley TB Ustun, Social Science and Medicine 1999 48 9 1173 1187 10.1016/S0277-9536(98) 00441-9 10220018
2. Toward the necessary universalizing of a disability policy. IK Zola, Milbank Quarterly 1989 67 401 428 10.2307/3350151 2534158
3. The international classification of functioning, disability and health: A unifying model for the conceptual description of the rehabilitation strategy. G Stucki A Cieza J Melvin, J Rehabilitation Medicine 2007 39 4 279 285 10.2340/16501977-0041
4. World Health Organization, 58th World Health Assembly, Resolution R114: disability, including prevention, management and rehabilitation. Adopted in may 2005. Geneva 2005
5. Rehabilitation medicine summit-Building research capacity. WR Frontera MJ Fuhrer AM Jette L Chan RA Cooper PW Duncan JD Kemp KJ Ottenbacher PH Peckham EJ Roth DG Tate, Am J Phys Medicine and Rehabilitation 2005 84 12 913 926 10.1097/01.phm.0000190316.61035.5e
6. Methodological considerations, such as directed acyclic graphs, for studying "acute on chronic" disease epidemiology: Chronic obstructive pulmonary disease example. CL Tsai CA Camargo, J Clinical Epidemiology 2009 62 982 990 10.1016/j.jclinepi.2008.10.005
7. Instruments for causal inference-An epidemiologist's dream? MA Hernan JM Robins, Epidemiology 2006 17 4 360 372 10.1097/01.ede.0000222409.00878.37 16755261
8. Graphical models illustrated complex associations between variables describing human functioning. R Strobl G Stucki E Grill M Müller U Mansmann, J Clinical Epidemiology 2009 62 9 922 933 10.1016/j.jclinepi.2009.01. 018
9. Developing core sets for persons with spinal cord injuries based on the International Classification of Functioning, Disability and Health as a way to specify functioning. F Biering-Sorensen M Scheuringer M Baumberger SW Charlifue M Post F Montero N Kostanjsek G Stucki, Spinal Cord 2006 44 9 541 546 10.1038/sj.sc.3101918 16955074
10. Identification of candidate categories of the International Classification of Functioning Disability and Health (ICF) for a Generic ICF Core Set based on regression modelling. A Cieza S Geyh S Chatterji N Kostanjsek B Ustun G Stucki, BMC Medical Research Methodology 2006 6 36 10.1186/1471-2288-6- 36 16872536
11. The MOS 36-item short-form health survey (sf-36). 1. conceptual-framework and item selection. JE Ware CD Sherbourne, Medical Care 1992 30 6 473 483 10.1097/00005650-199206000-00002 1593914
12. The R Project for Statistical Computing. http://www.r-project.org
13. Multiple imputation of discrete and continuous data by fully conditional specification. S van Buuren, Statistical Methods In Medical Research 2007 16 3 219 242 10.1177/0962280206074463 17621469
14. Missing-data methods for generalized linear models: A comparative review. JG Ibrahim MH Chen SR Lipsitz AH Herring, J Am Statistical Association 2005 100 469 332 346 10.1198/016214504000001844
15. T Hastie R Tibshirani J Friedman, The elements of statistical learning Springer Series in Statistics 2 2009
16. SL Lauritzen, Graphical models Oxford University Press 1996
17. J Pearl, Causality Cambridge University Press 2000
18. Estimating high-dimensional directed acyclic graphs with the PC-algorithm. M Kalisch P Bühlmann, J Machine Learning Research 2007 8 613 636
19. P Spirtes C Glymour R Scheines, Causation, Prediction, and Search The MIT Press 2 2000
20. The max-min hill-climbing Bayesian network structure learning algorithm. I Tsamardinos LE Brown CF Aliferis, Machine Learning 2006 65 1 31 78 10.1007/s10994-006-6889-7
21. Identification of candidate categories of the International Classification of Functioning Disability and Health (ICF) for a Generic ICF Core Set based on regression modelling. A Cieza S Geyh S Chatterji N Kostanjsek B Ustun G Stucki, BMC Medical Research Methodology 2006 6 36 10.1186/1471-2288-6- 36 16872536
22. Adjacency-Faithfulness and Conservative Causal Inference. JZ J Ramsey P Spirtes, Uncertainty in Artificial Intelligence 2006
23. Estimating high-dimensional intervention effects from observational data. MH Maathuis M Kalisch P Bühlmann, Annals of Statistics 2009 37 3133 3164 10.1214/09-AOS685
24. Content comparison of health-related quality of life (HRQOL) instruments based on the international classification of functioning, disability and health (ICF). A Cieza G Stucki, Quality Life Research 2005 14 5 1225 1237 10.1007/s11136-004-4773-0