-
Notifications
You must be signed in to change notification settings - Fork 4
Expand file tree
/
Copy pathbook.bib
More file actions
5484 lines (4831 loc) · 170 KB
/
book.bib
File metadata and controls
5484 lines (4831 loc) · 170 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
@article{connors1996effectiveness,
title={The effectiveness of right heart catheterization in the initial care of critically III patients},
author={Connors, Alfred F and Speroff, Theodore and Dawson, Neal V and Thomas, Charles and Harrell, Frank E and Wagner, Douglas and Desbiens, Norman and Goldman, Lee and Wu, Albert W and Califf, Robert M and others},
journal={Jama},
volume={276},
number={11},
pages={889--897},
year={1996},
url = {https://tinyurl.com/Connors1996},
publisher={American Medical Association}
}
@article{karim2018can,
title={Can we train machine learning methods to outperform the high-dimensional propensity score algorithm?},
author={Karim, Mohammad Ehsanul and Pang, Menglan and Platt, Robert W},
journal={Epidemiology},
volume={29},
number={2},
pages={191--198},
year={2018},
publisher={Wolters Kluwer}
}
@article{franklin2014plasmode,
title={Plasmode simulation for the evaluation of pharmacoepidemiologic methods in complex healthcare databases},
author={Franklin, J.M. and Schneeweiss, S. and Polinski, J.M. and Rassen, J.A.},
journal={Computational statistics \& data analysis},
volume={72},
pages={219--226},
year={2014},
publisher={Elsevier}
}
@article{sturmer2005analytic,
title={Analytic strategies to adjust confounding using exposure propensity scores and disease risk scores: nonsteroidal antiinflammatory drugs and short-term mortality in the elderly},
author={St{\"u}rmer, Til and Schneeweiss, Sebastian and Brookhart, M Alan and Rothman, Kenneth J and Avorn, Jerry and Glynn, Robert J},
journal={American Journal of Epidemiology},
volume={161},
number={9},
pages={891--898},
year={2005},
publisher={Oxford Univ Press}
}
@article{greenland1985confounding,
title={Confounding and misclassification},
author={Greenland, Sander and Robins, James M},
journal={American Journal of Epidemiology},
volume={122},
number={3},
pages={495--506},
year={1985},
publisher={Oxford Univ Press}
}
@article{greenland1980effect,
title={The effect of misclassification in the presence of covariates},
author={Greenland, Sander},
journal={American journal of epidemiology},
volume={112},
number={4},
pages={564--569},
year={1980},
publisher={Oxford Univ Press}
}
@article{schneeweiss2009high,
title={High-dimensional propensity score adjustment in studies of treatment effects using health care claims data},
author={Schneeweiss, S. and Rassen, J.A. and Glynn, R.J. and Avorn, J. and Mogun, H. and Brookhart, M.A.},
journal={Epidemiology (Cambridge, Mass.)},
volume={20},
number={4},
pages={512},
year={2009},
publisher={NIH Public Access}
}
@article{rassen2010multivariate,
title={Multivariate-adjusted pharmacoepidemiologic analyses of confidential information pooled from multiple health care utilization databases},
author={Rassen, J.A. and Avorn, J. and Schneeweiss, S.},
journal={Pharmacoepidemiology and drug safety},
volume={19},
number={8},
pages={848--857},
year={2010},
publisher={Wiley Online Library}
}
@article{rassen2011covariate,
title={Covariate selection in high-dimensional propensity score analyses of treatment effects in small samples},
author={Rassen, J.A. and Glynn, R.J. and Brookhart, M.A. and Schneeweiss, S.},
journal={American journal of epidemiology},
volume={173},
number={12},
pages={1404--1413},
year={2011},
publisher={Oxford Univ Press}
}
@article{rassen2012using,
title={Using high-dimensional propensity scores to automate confounding control in a distributed medical product safety surveillance system},
author={Rassen, J.A. and Schneeweiss, S.},
journal={Pharmacoepidemiology and drug safety},
volume={21},
number={S1},
pages={41--49},
year={2012},
publisher={Wiley Online Library}
}
@article{rassen2015pharmacoepidemiology,
title={Pharmacoepidemiology toolbox},
author={Rassen, JA and Doherty, M and Huang, W and Schneeweiss, S},
journal={Boston, MA:[accessed 12 October 2015]. http://www. hdpharmacoepi. org},
year={2015}
}
@misc{pang2015effect,
title={Effect Estimation in Point-exposure Studies with Binary Outcomes and High-dimensional Covariate Data - a comparison of Targeted Maximum Likelihood Estimation and Inverse Probability of Treatment Weighting},
author={Pang, M. and Schuster, T. and Filion, K.B. and
Schnitzer, M.E. and Eberg, M. and Platt, R.W.},
howpublished={Journal, in press},
year={2015}
}
@article{franklin2015regularized,
title={Regularized Regression Versus the High-Dimensional Propensity Score for Confounding Adjustment in Secondary Database Analyses},
author={Franklin, J.M. and Eddings, W. and Glynn, R.J. and Schneeweiss, S.},
journal={American journal of epidemiology},
volume = {182},
number = {7},
pages = {651-659},
year = {2015},
publisher={Oxford Univ Press}
}
@article{schuster2015role,
title={On the role of marginal confounder prevalence--implications for the high-dimensional propensity score algorithm},
author={Schuster, T. and Pang, M. and Platt, R.W.},
journal={Pharmacoepidemiology and drug safety},
volume = {24},
number = {9},
pages = {1004-1007},
year = {2015},
publisher={Wiley Online Library}
}
@article{bross1966spurious,
title={Spurious effects from an extraneous variable},
author={Bross, I.D.J.},
journal={Journal of chronic diseases},
volume={19},
number={6},
pages={637--647},
year={1966},
publisher={Elsevier}
}
@article{brookhart2013propensity,
title={Propensity score methods for confounding control in nonexperimental research},
author={Brookhart, M Alan and Wyss, Richard and Layton, J Bradley and St{\"u}rmer, Til},
journal={Circulation: Cardiovascular Quality and Outcomes},
volume={6},
number={5},
pages={604--611},
year={2013},
publisher={Am Heart Assoc}
}
@article{zou2005regularization,
title={Regularization and variable selection via the elastic net},
author={Zou, Hui and Hastie, Trevor},
journal={Journal of the Royal Statistical Society: Series B (Statistical Methodology)},
volume={67},
number={2},
pages={301--320},
year={2005},
publisher={Wiley Online Library}
}
@article{stuart2013prognostic,
title={Prognostic score--based balance measures can be a useful diagnostic for propensity score methods in comparative effectiveness research},
author={Stuart, E.A. and Lee, B.K. and Leacy, F.P.},
journal={Journal of clinical epidemiology},
volume={66},
number={8},
pages={S84--S90},
year={2013},
publisher={Elsevier}
}
@article{hansen2008prognostic,
title={The prognostic analogue of the propensity score},
author={Hansen, B.B.},
journal={Biometrika},
volume={95},
number={2},
pages={481--488},
year={2008},
publisher={Biometrika Trust}
}
@article{le2013effects,
title={Effects of aggregation of drug and diagnostic codes on the performance of the high-dimensional propensity score algorithm: an empirical example},
author={Le, H.V. and Poole, C. and Brookhart, M.A. and Schoenbach, V.J. and Beach, K.J. and Layton, J.B. and St{\"u}rmer, T.},
journal={BMC medical research methodology},
volume={13},
number={1},
pages={142},
year={2013},
publisher={BioMed Central Ltd}
}
@article{belitser2011measuring,
title={Measuring balance and model selection in propensity score methods},
author={Belitser, S.V. and Martens, E.P. and Pestman, W.R. and Groenwold, R.H.H. and Boer, A. and Klungel, O.H.},
journal={Pharmacoepidemiology and drug safety},
volume={20},
number={11},
pages={1115--1129},
year={2011},
publisher={Wiley Online Library}
}
@article{ali2014propensity,
title={Propensity score balance measures in pharmacoepidemiology: a simulation study},
author={Ali, M. and Groenwold, R.H.H. and Pestman, W.R. and Belitser, S.V. and Roes, K.C.B. and Hoes, A.W. and Boer, A. and Klungel, O.H.},
journal={Pharmacoepidemiology and drug safety},
volume={23},
number={8},
pages={802--811},
year={2014},
publisher={Wiley Online Library}
}
@article{imai2014covariate,
title={Covariate balancing propensity score},
author={Imai, Kosuke and Ratkovic, Marc},
journal={Journal of the Royal Statistical Society: Series B (Statistical Methodology)},
volume={76},
number={1},
pages={243--263},
year={2014},
publisher={Wiley Online Library}
}
@article{breslow1975analysis,
title={Analysis of survival data under the proportional hazards model},
author={Breslow, Norman E},
journal={International Statistical Review/Revue Internationale de Statistique},
pages={45--57},
year={1975},
publisher={JSTOR}
}
@article{guertin2016head,
title={Head to head comparison of the propensity score and the high-dimensional propensity score matching methods},
author={Guertin, J.R. and Rahme, E. and Dormuth, C.R. and LeLorier, J.},
journal={BMC medical research methodology},
volume={16},
number={1},
pages={1-10},
year={2016},
publisher={BioMed Central}
}
@article{toh2011confounding,
title={Confounding adjustment via a semi-automated high-dimensional propensity score algorithm: an application to electronic medical records},
author={Toh, S. and Garc{\'\i}a Rodr{\'\i}guez, L.A. and Hern{\'a}n, M.A.},
journal={Pharmacoepidemiology and drug safety},
volume={20},
number={8},
pages={849--857},
year={2011},
publisher={Wiley Online Library}
}
@article{aalen1989linear,
title={A linear regression model for the analysis of life times},
author={Aalen, O.O.},
journal={{Statistics in Medicine}},
volume={8},
number={8},
pages={907--925},
year={1989},
publisher={Wiley Online Library}
}
@article{achy2010estimating,
title={{Estimating Treatment Effects of Longitudinal Designs using Regression Models on Propensity Scores}},
author={Achy-Brou, A.C. and Frangakis, C.E. and Griswold, M.},
journal={Biometrics},
volume={66},
number={3},
pages={824--833},
year={2010},
publisher={Wiley Online Library}
}
@article{ali2010du2,
title={{On computing standard errors for marginal structural Cox models}},
author={Ali, R.A. and Ali, M.A. and Wei, Z.},
journal={{Lifetime Data Analysis}},
pages={1-26},
year={2013},
publisher={Springer}
}
@article{ali2014computing,
title={{On computing standard errors for marginal structural Cox models}},
author={Ali, R.A. and Ali, M.A. and Wei, Z.},
journal={{Lifetime Data Analysis}},
volume={20},
number={1},
pages={106--131},
year={2014},
publisher={Springer}
}
@misc{ali2010du,
title={{Consistent standard errors for marginal structural Cox models}},
author={Ali, R. Ayesha},
howpublished = {Presentation},
year = {2010},
note = {Section on Biostatistics, The First International Conference on Theory and Applications of Statistics; Dhaka University, Bangladesh; December 26-28, URL: \url{http://www.dusdaa.org/conference2010/program}},
}
@article{almirall2010structural,
title={{Structural nested mean models for assessing time-varying effect moderation}},
author={Almirall, D. and Ten Have, T. and Murphy, S.A.},
journal={Biometrics},
volume={66},
number={1},
pages={131--139},
year={2010},
publisher={Wiley Online Library}
}
@article{andersen1982cox,
title={{Cox's regression model for counting processes: a large sample study}},
author={Andersen, P.K. and Gill, R.D.},
journal={{The Annals of Statistics}},
volume={10},
number={4},
pages={1100--1120},
year={1982},
publisher={JSTOR}
}
@article{austin2010performance,
title={The performance of different propensity-score methods for estimating differences in proportions (risk differences or absolute risk reductions) in observational studies},
author={Austin, P.C.},
journal={{Statistics in Medicine}},
volume={29},
pages={2137--2148},
year={2010}
}
@article{beams,
title={Association between use of interferon beta and progression of disability in patients with relapsing-remitting multiple sclerosis.},
author={Shirani, A. and Zhao, Y. and Karim, M.E. and Evans, C. and Kingwell, E. and van der Kop, M. and Oger, J. and Gustafson, P. and Petkau, J. and Tremlett, H.},
journal={{Journal of American Medical Association}},
volume={308},
number={3},
year={2012},
pages={247-256}
}
@article{beamsx,
title={Association between use of interferon beta and progression of disability in patients with relapsing-remitting multiple sclerosis.},
author={Shirani, A. and Zhao, Y. and Karim, M.E. and Evans, C. and Kingwell, E. and van der Kop, M. and Oger, J. and Gustafson, P. and Petkau, J. and Tremlett, H.},
journal={{Journal of American Medical Association}},
volume={308},
number={3},
year={2012},
pages={247-256}
}
@Misc{beamsposter,
author = {Shirani, A. and Zhao, Y. and Karim, M.E. and Evans, C. and Kingwell, E. and van der Kop, M. and Oger, J. and Gustafson, P. and Petkau, J. and Tremlett, H.},
title = {Association between use of interferon beta and progression of disability in patients with relapsing-remitting multiple sclerosis.},
note = {Symposium of the European Charcot Foundation. 29 Nov - 1 Dec, Marbella, Spain},
year = 2012
}
@article{beams2,
title={Treatment With Interferon Beta for Multiple Sclerosis-Reply.},
author={Shirani, A. and Petkau, J. and Tremlett, H.},
journal={{Journal of American Medical Association}},
volume={308},
number={16},
year={2012},
pages={1627-1628}
}
@article{beams3,
title={Interferon Beta and Long-term Disability in Multiple Sclerosis.},
author={Shirani, A. and Zhao, Y. and Karim, M.E. and Evans, C. and Kingwell, E. and van der Kop, M. and Oger, J. and Gustafson, P. and Petkau, J. and Tremlett, H.},
journal={{JAMA Neurology}},
volume={70},
number={5},
year={2013},
pages={651-653}
}
@article{beamssub,
title={Investigation of heterogeneity in the association between interferon beta and disability progression in multiple sclerosis: an observational study.},
author={Shirani, A. and Zhao, Y. and Karim, M.E. and Evans, C. and Kingwell, E. and van der Kop, M. and Oger, J. and Gustafson, P. and Petkau, J. and Tremlett, H.},
journal={{European Journal of Neurology}},
volume={21},
number={6},
year={2014},
pages={835-844}
}
@unpublished{beamsIPTW,
title={Weights and pseudo-populations in Marginal Structural Models: Statistical concepts illustrated with Multiple Sclerosis study data},
author={Karim, M. E. and Gustafson, P. and Petkau, J. and Shirani, A. and van der Kop, M. and Kingwell, E. and Zhao, Y. and Evans, C. and Tremlett, H.},
year={2012},
note={Working Paper}
}
@unpublished{beamsMSM,
title={{Marginal structural Cox models for estimating the association between beta-interferon exposure and disease progression in a multiple sclerosis cohor}},
author={Karim, M. E. and Gustafson, P. and Petkau, J. and Shirani, A. and van der Kop, M. and Kingwell, E. and Zhao, Y. and Evans, C. and Tremlett, H.},
year={2014},
note={American Journal of Epidemiology. DOI: 10.1093/aje/kwu125 (published online: June 17)}
}
@misc{karimPTDM,
title={{Comparison of Statistical Approaches Dealing with Immortal Time Bias in Drug Effectiveness Studies}},
author={Karim, M. E. and Gustafson, P. and Petkau, J. and Tremlett, H.},
year={2015},
note={Working Paper}
}
@misc{karim2016PTDM,
title={{Comparison of Statistical Approaches Dealing with Immortal Time Bias in Drug Effectiveness Studies}},
author={Karim, M. E. and Gustafson, P. and Petkau, J. and Tremlett, H. and Group, BeAMS},
journal={{American Journal of Epidemiology}},
year={2016},
note={American Journal of Epidemiology, Accepted}
}
@PhdThesis{karimthesis,
title = {{Causal Inference Approaches for Dealing with Time-Dependent Confounding in Longitudinal Studies, with Applications to Multiple Sclerosis Research}},
author = {Karim, M. E.},
school = {University of British Columbia, Vancouver},
month = {January},
year = {2015}
}
@article{karim2014marginal,
title={{Marginal Structural Cox Models for Estimating the Association Between $\beta$-Interferon Exposure and Disease Progression in a Multiple Sclerosis Cohort}},
author={Karim, M. E. and Gustafson, P. and Petkau, J. and Zhao, Y. and Shirani, A. and Kingwell, E. and Evans, C. and van der Kop, M. and Oger, J. and Tremlett, H.},
journal={{American Journal of Epidemiology}},
volume={180},
number={2},
pages={160--171},
year={2014},
publisher={Oxford Univ Press}
}
@article{karim2014marginalx,
title={{Marginal Structural Cox Models for Estimating the Association Between $\beta$-Interferon Exposure and Disease Progression in a Multiple Sclerosis Cohort}},
author={Karim, M. E. and Gustafson, P. and Petkau, J. and Zhao, Y. and Shirani, A. and Kingwell, E. and Evans, C. and van der Kop, M. and Oger, J. and Tremlett, H.},
journal={{American Journal of Epidemiology}},
volume={180},
number={2},
pages={160--171},
year={2014},
publisher={Oxford Univ Press}
}
@unpublished{beamsMSMsen,
title={{Performing sensitivity analysis for Marginal Structural Cox Models: An Application to Multiple Sclerosis}},
author={Karim, M. E. and Gustafson, P. and Petkau, J. and Shirani, A. and van der Kop, M. and Kingwell, E. and Zhao, Y. and Evans, C. and Tremlett, H.},
year={2012},
note={Working Paper}
}
@article{binder1992fitting,
title={{Fitting Cox's proportional hazards models from survey data}},
author={Binder, D.A.},
journal={Biometrika},
volume={79},
number={1},
pages={139--147},
year={1992},
publisher={Biometrika Trust}
}
@article{bodnar2004marginal,
title={Marginal structural models for analyzing causal effects of time-dependent treatments: an application in perinatal epidemiology},
author={Bodnar, L.M. and Davidian, M. and Siega-Riz, A.M. and Tsiatis, A.A.},
journal={{American Journal of Epidemiology}},
volume={159},
number={10},
pages={926-934},
year={2004},
publisher={Oxford Univ Press}
}
@article{bosca2008effect,
title={{Effect of relapses over early progression of disability in multiple sclerosis patients treated with beta-interferon}},
author={Bosca, I. and Coret, F. and Valero, C. and Pascual, AM and Magraner, MJ and Landete, L. and Casanova, B.},
journal={{Multiple Sclerosis}},
volume={14},
number={5},
pages={636-639},
year={2008},
publisher={SAGE Publications}
}
@article{brown2007effective,
title={{How effective are disease-modifying drugs in delaying progression in relapsing-onset MS?}},
author={Brown, M.G. and Kirby, S. and Skedgel, C. and Fisk, J.D. and Murray, T.J. and Bhan, V. and Sketris, I.S.},
journal={Neurology},
volume={69},
number={15},
pages={1498},
year={2007},
publisher={AAN Enterprises}
}
@article{bryan2004analysis,
title={{Analysis of longitudinal marginal structural models}},
author={Bryan, J. and Yu, Z. and van der Laan, M.J.},
journal={Biostatistics},
volume={5},
number={3},
pages={361-380},
year={2004},
publisher={Biometrika Trust}
}
@article{brumback2004sensitivity,
title={{Sensitivity analyses for unmeasured confounding assuming a marginal structural model for repeated measures}},
author={Brumback, B.A. and Hern{\'a}n, M.A. and Haneuse, S.J.P.A. and Robins, J.M.},
journal={{Statistics in Medicine}},
volume={23},
number={5},
pages={749--767},
year={2004},
publisher={Wiley Online Library}
}
@article{cadavid2009efficacy,
title={Efficacy of treatment of MS with IFN$\beta$-1b or glatiramer acetate by monthly brain MRI in the BECOME study},
author={Cadavid, D. and Wolansky, LJ and Skurnick, J. and Lincoln, J. and Cheriyan, J. and Szczepanowski, K. and Kamin, SS and Pachner, AR and Halper, J. and Cook, SD},
journal={Neurology},
volume={72},
number={23},
pages={1976},
year={2009},
publisher={AAN Enterprises}
}
@article{choi2002methotrexate,
title={{Methotrexate and mortality in patients with rheumatoid arthritis: a prospective study}},
author={Choi, H.K. and Hern{\'a}n, M.A. and Seeger, J.D. and Robins, J.M. and Wolfe, F.},
journal={{The Lancet}},
volume={359},
number={9313},
pages={1173--1177},
year={2002},
publisher={Elsevier}
}
@article{choi2004observational,
title={{Observational research in rheumatic disorders}},
author={Choi, H.K. and Seeger, J.D.},
journal={{Rheumatic Disease Clinics of North America}},
volume={30},
number={4},
pages={685--699},
year={2004},
publisher={Elsevier}
}
@article{clanet2002randomized,
title={A randomized, double-blind, dose-comparison study of weekly interferon $\beta$-1a in relapsing MS},
author={Clanet, M. and Radue, EW and Kappos, L. and Hartung, H.P. and Hohlfeld, R. and Sandberg-Wollheim, M. and Kooijmans-Coutinho, MF and Tsao, EC and Sandrock, AW},
journal={Neurology},
volume={59},
number={10},
pages={1507},
year={2002},
publisher={AAN Enterprises}
}
@article{clark1971cardiac,
title={Cardiac Transplantation in Man},
author={Clark, D.A. and Stinson, E.B. and Griepp, R.B. and Schroeder, J.S. and Shumway, N.E. and Harrison, D.C.},
journal={{Annals of Internal Medicine}},
volume={75},
number={1},
pages={15},
year={1971},
publisher={Am Coll Physicians}
}
@book{clarke2009neurology,
title={{Neurology: a queen square textbook}},
author={Clarke, C. and Howard, R. and Rossor, M. and Shorvon, S.D.},
year={2009},
publisher={Wiley-Blackwell}
}
@book{clayton1993statistical,
title={Statistical models in epidemiology},
author={Clayton, D. and Hills, M.},
year={1993},
publisher={Oxford University Press}
}
@article{coffman2012assessing,
title={Assessing mediation using marginal structural models in the presence of confounding and moderation.},
author={Coffman, D.L. and Zhong, W.},
volume={17},
number={4},
pages={642--664},
year={2012},
journal={{Psychological Methods}},
publisher={American Psychological Association}
}
@article{coffman2012introducing,
title={{Introducing the at-risk average causal effect with application to HealthWise South Africa}},
author={Coffman, D.L. and Caldwell, L.L. and Smith, E.A.},
journal={{Prevention Science}},
volume={13},
number={4},
pages={437--447},
year={2012},
publisher={Springer}
}
@article{cohen2002benefit,
title={Benefit of interferon $\beta$-1a on MSFC progression in secondary progressive MS},
author={Cohen, J.A. and Cutter, G.R. and Fischer, J.S. and Goodman, A.D. and Heidenreich, F.R. and Kooijmans, M.F. and Sandrock, A.W. and Rudick, R.A. and Simon, J.H. and Simonian, N.A.},
journal={Neurology},
volume={59},
number={5},
pages={679},
year={2002},
publisher={AAN Enterprises}
}
@article{cole2003effect,
title={{Effect of highly active antiretroviral therapy on time to acquired immunodeficiency syndrome or death using marginal structural models}},
author={Cole, S.R. and Hern{\'a}n, M.A. and Robins, J.M. and Anastos, K. and Chmiel, J. and Detels, R. and Ervin, C. and Feldman, J. and Greenblatt, R. and Kingsley, L. and Lai, S. and Young, M. and Cohen, M. and Mu{\~{n}}oz, A.},
journal={{American Journal of Epidemiology}},
volume={158},
number={7},
pages={687-694},
year={2003},
publisher={Oxford Univ Press}
}
@article{cole2004adjusted,
title={Adjusted survival curves with inverse probability weights},
author={Cole, S.R. and Hern{\'a}n, M.A.},
journal={{Computer Methods and Programs in Biomedicine}},
volume={75},
number={1},
pages={45--49},
year={2004},
publisher={Elsevier}
}
@article{cole2008constructing,
title={Constructing inverse probability weights for marginal structural models},
author={Cole, S.R. and Hern{\'a}n, M.A.},
journal={{American Journal of Epidemiology}},
volume={168},
number={6},
pages={656-664},
year={2008},
publisher={Oxford Univ Press}
}
@article{cole2009consistency,
title={The consistency statement in causal inference: a definition or an assumption?},
author={Cole, S.R. and Frangakis, C.E.},
journal={Epidemiology},
volume={20},
number={1},
pages={3-5},
year={2009}
}
@article{cole2009bare,
title={Multiple sclerosis: The bare essentials},
author={Coles, A.},
journal={{Neurology in Practice}},
volume={9},
number={2},
pages={118-126},
year={2009},
publisher={AAN Enterprises}
}
@article{cole2010using,
title={{Using marginal structural measurement-error models to estimate the long-term effect of antiretroviral therapy on incident AIDS or death}},
author={Cole, S.R. and Jacobson, L.P. and Tien, P.C. and Kingsley, L. and Chmiel, J.S. and Anastos, K.},
journal={{American Journal of Epidemiology}},
volume={171},
number={1},
pages={113--122},
year={2010},
publisher={Oxford Univ Press}
}
@article{cole2012marginal,
title={{Marginal structural models for case-cohort study designs to estimate the association of antiretroviral therapy initiation with incident AIDS or death}},
author={Cole, S.R. and Hudgens, M.G. and Tien, P.C. and Anastos, K. and Kingsley, L. and Chmiel, J.S. and Jacobson, L.P.},
journal={{American Journal of Epidemiology}},
volume={175},
number={5},
pages={381--390},
year={2012},
publisher={Oxford Univ Press}
}
@article{comi1995early,
title={Early treatment of multiple sclerosis with Rebif (recombinant human interferon beta): design of the study.},
author={Comi, G. and Barkhof, F. and Durelli, L. and Edan, G. and Fernandez, O. and Filippi, M. and Hartung, HP and Hommes, OR and Seeldrayers, P. and Soelberg-Sorensen, P.},
journal={{Multiple Sclerosis}},
volume={1},
pages={S24},
year={1995}
}
@article{comi2001effect,
title={Effect of early interferon treatment on conversion to definite multiple sclerosis: a randomised study*},
author={Comi, G. and others},
journal={{The Lancet}},
volume={357},
number={9268},
pages={1576--1582},
year={2001},
publisher={Elsevier}
}
@article{confavreux2003early,
title={Early clinical predictors and progression of irreversible disability in multiple sclerosis: an amnesic process},
author={Confavreux, C. and Vukusic, S. and Adeleine, P.},
journal={Brain},
volume={126},
number={4},
pages={770--782},
year={2003},
publisher={Oxford Univ Press}
}
@article{cook2002use,
title={{Use of a marginal structural model to determine the effect of aspirin on cardiovascular mortality in the Physicians' Health Study}},
author={Cook, N.R. and Cole, S.R. and Hennekens, C.H.},
journal={{American Journal of Epidemiology}},
volume={155},
number={11},
pages={1045-1053},
year={2002},
publisher={Oxford Univ Press}
}
@book{cox1958planning,
title={Planning of experiments.},
author={Cox, D.R.},
year={1958},
publisher={Wiley}
}
@article{cox1972regression,
title={Regression models and life-tables (with discussion)},
author={Cox, D.R.},
journal={{Journal of the Royal Statistical Society. Series B (Methodological)}},
pages={187--220},
year={1972},
publisher={JSTOR}
}
@article{cutter1999development,
title={Development of a multiple sclerosis functional composite as a clinical trial outcome measure},
author={Cutter, G.R. and Baier, M.L. and Rudick, R.A. and Cookfair, D.L. and Fischer, J.S. and Petkau, J. and Syndulko, K. and Weinshenker, B.G. and Antel, J.P. and Confavreux, C. and others},
journal={Brain},
volume={122},
number={5},
pages={871},
year={1999},
publisher={Oxford Univ Press}
}
@article{d1990relation,
title={{Relation of pooled logistic regression to time dependent Cox regression analysis: the Framingham Heart Study}},
author={D'Agostino, R.B. and Lee, M.L. and Belanger, A.J. and Cupples, L.A. and Anderson, K. and Kannel, W.B.},
journal={{Statistics in Medicine}},
volume={9},
number={12},
pages={1501--1515},
year={1990},
publisher={Wiley Online Library}
}
@article{d1998tutorial,
title={Tutorial in biostatistics: propensity score methods for bias reduction in the comparison of a treatment to a non-randomized control group},
author={D?Agostino, R.B.},
journal={{Statistics in Medicine}},
volume={17},
number={19},
pages={2265--2281},
year={1998}
}
@article{dawid2000causal,
title={Causal inference without counterfactuals},
author={Dawid, A.P.},
journal={{Journal of the American Statistical Association}},
volume={95},
number={450},
pages={407--424},
year={2000},
publisher={JSTOR}
}
@article{dehejia2002propensity,
title={Propensity score-matching methods for nonexperimental causal studies},
author={Dehejia, R.H. and Wahba, S.},
journal={{Review of Economics and Statistics}},
volume={84},
number={1},
pages={151--161},
year={2002},
publisher={MIT Press}
}
@article{derfuss2012evaluating,
title={Evaluating the potential benefit of interferon treatment in multiple sclerosis},
author={Derfuss, T. and Kappos, L.},
journal={{Journal of American Medical Association}},
volume={308},
number={3},
pages={290--291},
year={2012}
}
@article{ebers1998randomised,
title={{Randomised double-blind placebo-controlled study of interferon beta-1a in relapsing/remitting multiple sclerosis}},
author={{Ebers, G.C. and PRISMS (Prevention of Relapses and Disability by Interferon beta-1a Subcutaneously in Multiple Sclerosis) study group}},
journal={{The Lancet}},
volume={352},
number={9139},
pages={1498--1504},
year={1998},
publisher={Elsevier}
}
@article{ebers2001natural,
title={Natural history of multiple sclerosis},
author={Ebers, G.C.},
journal={{Journal of Neurology, Neurosurgery \& Psychiatry}},
volume={71},
number={suppl 2},
pages={ii16--ii19},
year={2001},
publisher={British Medical Journal Publishing Group Ltd}
}
@article{ebers2008disability,
title={Disability as an outcome in MS clinical trials},
author={Ebers, GC and Heigenhauser, L. and Daumer, M. and Lederer, C. and Noseworthy, JH},
journal={Neurology},
volume={71},
number={9},
pages={624--631},
year={2008},
publisher={AAN Enterprises}
}
@article{ebers2011surrogate,
title={{Surrogate endpoints for EDSS worsening in multiple sclerosis: A meta-analytic approach}},
author={Ebers, G.C. and Daumer, M. and Scalfari, A. and Rudick, R. and Kappos, L. and Sormani, M.P. and Mancardi, G. and Bruzzi, P.},
journal={Neurology},
volume={76},
number={11},
pages={1025-1026},
year={2011},
publisher={AAN Enterprises}
}
@article{eu1998,
title={{Placebo-controlled multicenter randomized trial of interferon beta-1b in treatment of secondary progressive multiple sclerosis}},
author={{European Study Group}},
journal={{The Lancet}},
volume={352},
number={9139},
pages={1491-1497},
year={1998},
publisher={Elsevier}
}
@article{EUSPMS1998,
title = {{Placebo-controlled multicentre randomised trial of interferon $\beta$-1b in treatment of secondary progressive multiple sclerosis}},
journal={{The Lancet}},
volume = {352},
number = {9139},
pages = {1491 - 1497},
year = {1998},
author = {The European Study Group on interferon beta-1b in secondary progressive MS}
}
@book{faries2010analysis,
title={{Analysis of observational health care data using SAS}},
author={Faries, D. and Leon, A. and Haro, J. and Obenchain, R. and Leon, A.C. and Haro, J.M.},
isbn={1607642271},
year={2010},
publisher={SAS Press}
}
@article{fewell2004controlling,
title={{Controlling for time-dependent confounding using marginal structural models}},
author={Fewell, Z. and Hern{\'a}n, M.A. and Wolfe, F. and Tilling, K. and Choi, H. and Sterne, JA},
journal={{The Stata Journal}},
volume={4},
number={4},
pages={402--420},
year={2004}
}
@book{fisher1925statistical,
title={Statistical methods for research workers.},
author={Fisher, R.A.},
year={1925},
publisher={Edinburgh}
}
@article{fisher1926arrangement,
title={The arrangement of field experiments.},
author={Fisher, R.A. and others},
year={1926},
volume={33},
pages={503--513},
journal={{Journal of the Ministry of Agriculture of Great Britain}}
}
@article{freedman1999owims,
title={{Evidence of interferon beta-1a dose response in relapsing--remitting MS: the OWIMS Study}},
author={Freedman, M. and the OWIMS Study Group},
journal={Neurology},
volume={53},
number={4},
pages={679--686},
year={1999}
}
@misc{gelman2011blog,
author={Gelman, A.},
title = "Statistical Modeling, Causal Inference, and Social Science",
year = 2011,
howpublished = "Website",
note = {Last accessed: Nov~1. URL: \url{http://andrewgelman.com/}}
}
@article{gill1982understanding,
title={{Understanding Cox's regression model.}},
author={Gill, R.},
journal={{Experientia Supplementum}},
volume={41},
pages={187},
year={1982}
}
@article{gill1984understanding,
title={{Understanding Cox's regression model: a martingale approach}},
author={Gill, R.D.},
journal={{Journal of the American Statistical Association}},
volume={79},
number={386},
pages={441--447},
year={1984},
publisher={Taylor $\&$ Francis}
}
@article{ghezzi2009long,
title={Long-term results of immunomodulatory treatment in children and adolescents with multiple sclerosis: the Italian experience},
author={Ghezzi, A. and Amato, M.P. and Annovazzi, P. and Capobianco, M. and Gallo, P. and La Mantia, L. and Marrosu, M.G. and Martinelli, V. and Milani, N. and Moiola, L. and others},
journal={{Neurological Sciences}},
volume={30},