normalization means to subtract the mean and divide by the stddev

On 09/12/2016 02:04 PM, Seung Gul Kang wrote:
> Dear  Douglas Greve and FS team,
>
> I send this e-mail again since I was afraid that you would not receive 
> my previous e-mail.
> I am sorry if you got the previous e-mail and are figuring this 
> problem out.
>
> I am looking forward to receive your reply regarding to the solution.
>
> Thank you.
>
> Best,
> Seung-Gul
>
> ---
> *Seung Gul Kang, M.D., Ph.D. *
>
> *Psychiatrist, Associate Professor*; Department of Psychiatry, Gil 
> Medical Center, Gachon University, School of Medicine, 21, 
> Namdong-daero 774 beon-gil, Namdong-gu, Incheon, 21565, South Korea
> *Research scholar*; Sleep Disorders Clinical Research Program, 
> Department of Psychiatry, Massachusetts General Hospital, Harvard 
> Medical School, 1 Bowdoin Square, 9th floor, Boston, MA 02114, USA
> *Collaboration researcher*; Division of Sleep & Circadian Disorders, 
> Brigham & Women's Hospital, Harvard Medical School, 221 Longwood Ave, 
> Boston MA 02115
>
> ---------- Forwarded message ----------
> From: *Seung Gul Kang* <sg.kang...@gmail.com 
> <mailto:sg.kang...@gmail.com>>
> Date: 2016-09-10 17:49 GMT-04:00
> Subject: Re: [Freesurfer] ERROR: matrix is ill-conditioned or badly 
> scaled, condno = 22801.1
> To: Freesurfer support list <freesurfer@nmr.mgh.harvard.edu 
> <mailto:freesurfer@nmr.mgh.harvard.edu>>
>
>
> Dear Douglas Greve,
>
> Thank you so much for your answer.
> But, unfortunately it did not work.
>
> The problem develops when I put bhth (global thickness) as a covariate.
> (I want to control age, sex, BDINS, and bhth for the comparison 
> between two groups.)
> If I don't put bhth as a covariate, there is no problem.
> And, inerestingly, if I put only bhth as a covariate (without putting 
> other covariates), the error does not develop.
>
> Does the normalization mean the log (bhth)?
> I changed the bhth into log (bhth) and ran qdec again. However, the 
> error appeared again as below.
> (Actually, the bhth already shows normal distribution in spss.)
> I am afraid that normalization would not be solution.
> Please see the file 1 (my FSGD file) and 2 (FSGD file made in qdec 
> folder).
>
> Normalized matrix condition is 16920.4
> Design matrix ------------------
>  1.000   0.000   0.000   0.000 27.000   0.000   0.000   0.000   3.000 
>   0.000 0.000   0.000   0.415   0.000   0.000   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   28.000   0.000   0.000 
>   0.000 4.000   0.000   0.000   0.000   0.387   0.000;
>  1.000   0.000   0.000   0.000 25.000   0.000   0.000   0.000   1.000 
>   0.000 0.000   0.000   0.400   0.000   0.000   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   26.000   0.000   0.000 
>   0.000 7.000   0.000   0.000   0.000   0.399   0.000;
>  1.000   0.000   0.000   0.000 35.000   0.000   0.000   0.000   1.000 
>   0.000 0.000   0.000   0.390   0.000   0.000   0.000;
>  1.000   0.000   0.000   0.000 30.000   0.000   0.000   0.000   0.000 
>   0.000 0.000   0.000   0.376   0.000   0.000   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   24.000   0.000   0.000 
>   0.000 0.000   0.000   0.000   0.000   0.385   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   24.000   0.000   0.000 
>   0.000 1.000   0.000   0.000   0.000   0.379   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   28.000   0.000   0.000 
>   0.000 0.000   0.000   0.000   0.000   0.372   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   33.000   0.000   0.000 
>   0.000 2.000   0.000   0.000   0.000   0.379   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   45.000   0.000   0.000 
>   0.000 0.000   0.000   0.000   0.000   0.362   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   38.000   0.000   0.000 
>   0.000 0.000   0.000   0.000   0.000   0.362   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   24.000   0.000   0.000 
>   0.000 0.000   0.000   0.000   0.000   0.394   0.000;
>  1.000   0.000   0.000   0.000 28.000   0.000   0.000   0.000   0.000 
>   0.000 0.000   0.000   0.364   0.000   0.000   0.000;
>  1.000   0.000   0.000   0.000 30.000   0.000   0.000   0.000   0.000 
>   0.000 0.000   0.000   0.390   0.000   0.000   0.000;
>  1.000   0.000   0.000   0.000 39.000   0.000   0.000   0.000   3.000 
>   0.000 0.000   0.000   0.348   0.000   0.000   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   48.000   0.000   0.000 
>   0.000 4.000   0.000   0.000   0.000   0.382   0.000;
>  1.000   0.000   0.000   0.000 32.000   0.000   0.000   0.000   3.000 
>   0.000 0.000   0.000   0.374   0.000   0.000   0.000;
>  1.000   0.000   0.000   0.000 32.000   0.000   0.000   0.000   4.000 
>   0.000 0.000   0.000   0.399   0.000   0.000   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   31.000   0.000   0.000 
>   0.000 2.000   0.000   0.000   0.000   0.376   0.000;
>  1.000   0.000   0.000   0.000 33.000   0.000   0.000   0.000   1.000 
>   0.000 0.000   0.000   0.378   0.000   0.000   0.000;
>  1.000   0.000   0.000   0.000 33.000   0.000   0.000   0.000   1.000 
>   0.000 0.000   0.000   0.405   0.000   0.000   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   44.000   0.000   0.000 
>   0.000 4.000   0.000   0.000   0.000   0.359   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   41.000   0.000   0.000 
>   0.000 2.000   0.000   0.000   0.000   0.384   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   41.000   0.000   0.000 
>   0.000 1.000   0.000   0.000   0.000   0.381   0.000;
>  0.000   0.000   1.000   0.000 0.000   0.000   43.000   0.000   0.000 
>   0.000 3.000   0.000   0.000   0.000   0.384   0.000;
>  0.000   1.000   0.000   0.000 0.000   21.000   0.000   0.000   0.000 
>   10.000 0.000   0.000   0.000   0.382   0.000   0.000;
>  0.000   0.000   0.000   1.000 0.000   0.000   0.000   46.000   0.000 
>   0.000 0.000   13.000   0.000   0.000   0.000   0.382;
>  0.000   0.000   0.000   1.000 0.000   0.000   0.000   41.000   0.000 
>   0.000 0.000   8.000   0.000   0.000   0.000   0.379;
>  0.000   1.000   0.000   0.000 0.000   29.000   0.000   0.000   0.000 
>   13.000 0.000   0.000   0.000   0.382   0.000   0.000;
>  0.000   1.000   0.000   0.000 0.000   39.000   0.000   0.000   0.000 
>   12.000 0.000   0.000   0.000   0.376   0.000   0.000;
>  0.000   1.000   0.000   0.000 0.000   27.000   0.000   0.000   0.000 
>   6.000 0.000   0.000   0.000   0.374   0.000   0.000;
>  0.000   1.000   0.000   0.000 0.000   57.000   0.000   0.000   0.000 
>   11.000 0.000   0.000   0.000   0.368   0.000   0.000;
>  0.000   1.000   0.000   0.000 0.000   24.000   0.000   0.000   0.000 
>   7.000 0.000   0.000   0.000   0.374   0.000   0.000;
>  0.000   0.000   0.000   1.000 0.000   0.000   0.000   31.000   0.000 
>   0.000 0.000   11.000   0.000   0.000   0.000   0.366;
>  0.000   0.000   0.000   1.000 0.000   0.000   0.000   23.000   0.000 
>   0.000 0.000   11.000   0.000   0.000   0.000   0.402;
>  0.000   0.000   0.000   1.000 0.000   0.000   0.000   34.000   0.000 
>   0.000 0.000   11.000   0.000   0.000   0.000   0.373;
>  0.000   0.000   0.000   1.000 0.000   0.000   0.000   32.000   0.000 
>   0.000 0.000   10.000   0.000   0.000   0.000   0.411;
>  0.000   1.000   0.000   0.000 0.000   37.000   0.000   0.000   0.000 
>   2.000 0.000   0.000   0.000   0.409   0.000   0.000;
>  0.000   0.000   0.000   1.000 0.000   0.000   0.000   46.000   0.000 
>   0.000 0.000   5.000   0.000   0.000   0.000   0.380;
>  0.000   0.000   0.000   1.000 0.000   0.000   0.000   48.000   0.000 
>   0.000 0.000   1.000   0.000   0.000   0.000   0.375;
>  0.000   1.000   0.000   0.000 0.000   42.000   0.000   0.000   0.000 
>   3.000 0.000   0.000   0.000   0.392   0.000   0.000;
>  0.000   0.000   0.000   1.000 0.000   0.000   0.000   54.000   0.000 
>   0.000 0.000   8.000   0.000   0.000   0.000   0.388;
>  0.000   1.000   0.000   0.000 0.000   30.000   0.000   0.000   0.000 
>   0.000 0.000   0.000   0.000   0.394   0.000   0.000;
>  0.000   0.000   0.000   1.000 0.000   0.000   0.000   36.000   0.000 
>   0.000 0.000   12.000   0.000   0.000   0.000   0.379;
>  0.000   0.000   0.000   1.000 0.000   0.000   0.000   34.000   0.000 
>   0.000 0.000   9.000   0.000   0.000   0.000   0.362;
>  0.000   0.000   0.000   1.000 0.000   0.000   0.000   38.000   0.000 
>   0.000 0.000   0.000   0.000   0.000   0.000   0.407;
> --------------------------------
> ERROR: matrix is ill-conditioned or badly scaled, condno = 16920.4
> --------------------------------
> Possible problem with experimental design:
> Check for duplicate entries and/or lack of range of
> continuous variables within a class.
> If you seek help with this problem, make sure to send:
>   1. Your command line:
>     mri_glmfit --y /mnt/hgfs/share/kang_fs/qdec/Untitled/y.mgh --fsgd 
> /mnt/hgfs/share/kang_fs/qdec/Untitled/qdec.fsgd dods --glmdir 
> /mnt/hgfs/share/kang_fs/qdec/Untitled --surf fsaverage lh --label 
> /mnt/hgfs/share/kang_fs/fsaverage/label/lh.aparc.label --C 
> /mnt/hgfs/share/kang_fs/qdec/Untitled/contrasts/lh-Avg-Intercept-thickness.mat
>  
> --C 
> /mnt/hgfs/share/kang_fs/qdec/Untitled/contrasts/lh-Diff-H-I-Intercept-thickness.mat
>  
> --C 
> /mnt/hgfs/share/kang_fs/qdec/Untitled/contrasts/lh-Diff-M-F-Intercept-thickness.mat
>  
> --C 
> /mnt/hgfs/share/kang_fs/qdec/Untitled/contrasts/lh-X-diagnosis-sex-Intercept-thickness.mat
>  
>
>   2. The FSGD file (if using one)
>   3. And the design matrix above
> Error in Analyze: command failed: mri_glmfit --y 
> /mnt/hgfs/share/kang_fs/qdec/Untitled/y.mgh --fsgd 
> /mnt/hgfs/share/kang_fs/qdec/Untitled/qdec.fsgd dods --glmdir 
> /mnt/hgfs/share/kang_fs/qdec/Untitled --surf fsaverage lh --label 
> /mnt/hgfs/share/kang_fs/fsaverage/label/lh.aparc.label --C 
> /mnt/hgfs/share/kang_fs/qdec/Untitled/contrasts/lh-Avg-Intercept-thickness.mat
>  
> --C 
> /mnt/hgfs/share/kang_fs/qdec/Untitled/contrasts/lh-Diff-H-I-Intercept-thickness.mat
>  
> --C 
> /mnt/hgfs/share/kang_fs/qdec/Untitled/contrasts/lh-Diff-M-F-Intercept-thickness.mat
>  
> --C 
> /mnt/hgfs/share/kang_fs/qdec/Untitled/contrasts/lh-X-diagnosis-sex-Intercept-thickness.mat
>
>
> After error message, I tried to put two lines into my FSGD file (file 3)
> I put two lines into the below of the variables of the last subject.
> But, I saw the error message again as below (blue letters).
> Please check the file 3 (my FSGD file) and file 4 (made by qdec fsgd 
> file).
>
> ============================================================
> Data table loading completed successfully.
> SUBJECTS_DIR is '/mnt/hgfs/share/kang_fs'
> ERROR: QdecGlmDesign::GenerateContrasts: factor 1 must have 2 levels
> ninputs = 47
> Checking inputs
> nframestot = 47
> Allocing output
> Done allocing
> nframes = 47
> Writing to /mnt/hgfs/share/kang_fs/qdec/Untitled/y.mgh
> gdfReadHeader: reading /mnt/hgfs/share/kang_fs/qdec/Untitled/qdec.fsgd
> WARNING: gdfReadV1: class diagnosis1-sexM is defined but not used.
> INFO: DeMeanFlag keyword not found, DeMeaning will NOT be done.
> Continuous Variable Means (all subjects)
> 0 age 34.7021 8.43225
> 1 BDINS 4.46809 4.30661
> 2 bhth 2.41468 0.0807373
> Class Means of each Continuous Variable
> 1 diagnosisH-sexM  31.2727 1.5455   2.4318
> 2 diagnosisI-sexM  34.0000 7.1111   2.4200
> 3 diagnosis1-sexM     -nan   -nan     -nan
> 4 diagnosisH-sexF  34.5333 2.0000   2.3940
> 5 diagnosisI-sexF  38.5833 8.2500   2.4208
> 6 diagnosis1-sexF     -nan   -nan     -nan
> INFO: gd2mtx_method is dods
> Reading source surface /mnt/hgfs/share/kang_fs/fsaverage/surf/lh.white
> ERROR: no contrasts specified.
> Error in Analyze: command failed: mri_glmfit --y 
> /mnt/hgfs/share/kang_fs/qdec/Untitled/y.mgh --fsgd 
> /mnt/hgfs/share/kang_fs/qdec/Untitled/qdec.fsgd dods --glmdir 
> /mnt/hgfs/share/kang_fs/qdec/Untitled --surf fsaverage lh --label 
> /mnt/hgfs/share/kang_fs/fsaverage/label/lh.aparc.label
>
> I hope that you could solve this problem.
> I will really appreciate if you help.
>
> Best,
> Seung-Gul
> ᐧ
>
> ---
> *Seung Gul Kang, M.D., Ph.D. *
>
> *Psychiatrist, Associate Professor*; Department of Psychiatry, Gil 
> Medical Center, Gachon University, School of Medicine, 21, 
> Namdong-daero 774 beon-gil, Namdong-gu, Incheon, 21565, South Korea
> *Research scholar*; Sleep Disorders Clinical Research Program, 
> Department of Psychiatry, Massachusetts General Hospital, Harvard 
> Medical School, 1 Bowdoin Square, 9th floor, Boston, MA 02114, USA
> *Collaboration researcher*; Division of Sleep & Circadian Disorders, 
> Brigham & Women's Hospital, Harvard Medical School, 221 Longwood Ave, 
> Boston MA 02115
>
> 2016-09-10 11:42 GMT-04:00 Douglas Greve <gr...@nmr.mgh.harvard.edu 
> <mailto:gr...@nmr.mgh.harvard.edu>>:
>
>     You can try normalizing your covariates. You can do so before
>     putting them into the fsgd file or you can add the following two
>     lines to your fsgd file:
>
>     DeMeanFlag 1
>
>     ReScaleFlag 1
>
>
>
>     On 9/9/16 11:25 PM, Seung Gul Kang wrote:
>>     Hi,
>>
>>     I am new learner in freesurfer and analyzing the difference of
>>     the thickness between two groups using qdec.
>>
>>     There is a error as below.
>>     I don't know what is the reason.
>>
>>     ERROR: matrix is ill-conditioned or badly scaled, condno = 22801.1
>>     --------------------------------
>>     Possible problem with experimental design:
>>     Check for duplicate entries and/or lack of range of
>>     continuous variables within a class.
>>     If you seek help with this problem, make sure to send:
>>       1. Your command line:
>>         mri_glmfit --y /mnt/hgfs/share/kang_fs/qdec/2/y.mgh --fsgd
>>     /mnt/hgfs/share/kang_fs/qdec/2/qdec.fsgd dods --glmdir
>>     /mnt/hgfs/share/kang_fs/qdec/2 --surf fsaverage lh --label
>>     /mnt/hgfs/share/kang_fs/fsaverage/label/lh.aparc.label --C
>>     /mnt/hgfs/share/kang_fs/qdec/2/contrasts/lh-Avg-Intercept-thickness.mat
>>     --C
>>     
>> /mnt/hgfs/share/kang_fs/qdec/2/contrasts/lh-Diff-H-I-Intercept-thickness.mat
>>     --C
>>     
>> /mnt/hgfs/share/kang_fs/qdec/2/contrasts/lh-Diff-M-F-Intercept-thickness.mat
>>     --C
>>     
>> /mnt/hgfs/share/kang_fs/qdec/2/contrasts/lh-X-diagnosis-sex-Intercept-thickness.mat
>>
>>       2. The FSGD file (if using one)
>>       3. And the design matrix above
>>     Error in Analyze: command failed: mri_glmfit --y
>>     /mnt/hgfs/share/kang_fs/qdec/2/y.mgh --fsgd
>>     /mnt/hgfs/share/kang_fs/qdec/2/qdec.fsgd dods --glmdir
>>     /mnt/hgfs/share/kang_fs/qdec/2 --surf fsaverage lh --label
>>     /mnt/hgfs/share/kang_fs/fsaverage/label/lh.aparc.label --C
>>     /mnt/hgfs/share/kang_fs/qdec/2/contrasts/lh-Avg-Intercept-thickness.mat
>>     --C
>>     
>> /mnt/hgfs/share/kang_fs/qdec/2/contrasts/lh-Diff-H-I-Intercept-thickness.mat
>>     --C
>>     
>> /mnt/hgfs/share/kang_fs/qdec/2/contrasts/lh-Diff-M-F-Intercept-thickness.mat
>>     --C
>>     
>> /mnt/hgfs/share/kang_fs/qdec/2/contrasts/lh-X-diagnosis-sex-Intercept-thickness.mat
>>
>>     matrix
>>
>>     Design matrix ------------------
>>      1.000   0.000   0.000   0.000   27.000   0.000   0.000   0.000
>>     3.000   0.000   0.000   0.000 2.600   0.000   0.000   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   28.000   0.000
>>     0.000   0.000   4.000   0.000 0.000   0.000   2.440   0.000;
>>      1.000   0.000   0.000   0.000   25.000   0.000   0.000   0.000
>>     1.000   0.000   0.000   0.000 2.510   0.000   0.000   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   26.000   0.000
>>     0.000   0.000   7.000   0.000 0.000   0.000   2.500   0.000;
>>      1.000   0.000   0.000   0.000   35.000   0.000   0.000   0.000
>>     1.000   0.000   0.000   0.000 2.450   0.000   0.000   0.000;
>>      1.000   0.000   0.000   0.000   30.000   0.000   0.000   0.000
>>     0.000   0.000   0.000   0.000 2.380   0.000   0.000   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   24.000   0.000
>>     0.000   0.000   0.000   0.000 0.000   0.000   2.430   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   24.000   0.000
>>     0.000   0.000   1.000   0.000 0.000   0.000   2.390   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   28.000   0.000
>>     0.000   0.000   0.000   0.000 0.000   0.000   2.350   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   33.000   0.000
>>     0.000   0.000   2.000   0.000 0.000   0.000   2.400   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   45.000   0.000
>>     0.000   0.000   0.000   0.000 0.000   0.000   2.300   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   38.000   0.000
>>     0.000   0.000   0.000   0.000 0.000   0.000   2.300   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   24.000   0.000
>>     0.000   0.000   0.000   0.000 0.000   0.000   2.480   0.000;
>>      1.000   0.000   0.000   0.000   28.000   0.000   0.000   0.000
>>     0.000   0.000   0.000   0.000 2.310   0.000   0.000   0.000;
>>      1.000   0.000   0.000   0.000   30.000   0.000   0.000   0.000
>>     0.000   0.000   0.000   0.000 2.460   0.000   0.000   0.000;
>>      1.000   0.000   0.000   0.000   39.000   0.000   0.000   0.000
>>     3.000   0.000   0.000   0.000 2.230   0.000   0.000   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   48.000   0.000
>>     0.000   0.000   4.000   0.000 0.000   0.000   2.410   0.000;
>>      1.000   0.000   0.000   0.000   32.000   0.000   0.000   0.000
>>     3.000   0.000   0.000   0.000 2.370   0.000   0.000   0.000;
>>      1.000   0.000   0.000   0.000   32.000   0.000   0.000   0.000
>>     4.000   0.000   0.000   0.000 2.510   0.000   0.000   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   31.000   0.000
>>     0.000   0.000   2.000   0.000 0.000   0.000   2.380   0.000;
>>      1.000   0.000   0.000   0.000   33.000   0.000   0.000   0.000
>>     1.000   0.000   0.000   0.000 2.390   0.000   0.000   0.000;
>>      1.000   0.000   0.000   0.000   33.000   0.000   0.000   0.000
>>     1.000   0.000   0.000   0.000 2.540   0.000   0.000   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   44.000   0.000
>>     0.000   0.000   4.000   0.000 0.000   0.000   2.290   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   41.000   0.000
>>     0.000   0.000   2.000   0.000 0.000   0.000   2.420   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   41.000   0.000
>>     0.000   0.000   1.000   0.000 0.000   0.000   2.400   0.000;
>>      0.000   0.000   1.000   0.000   0.000   0.000   43.000   0.000
>>     0.000   0.000   3.000   0.000 0.000   0.000   2.420   0.000;
>>      0.000   1.000   0.000   0.000   0.000   21.000   0.000   0.000
>>     0.000   10.000   0.000   0.000 0.000   2.410   0.000   0.000;
>>      0.000   0.000   0.000   1.000   0.000   0.000   0.000   46.000
>>     0.000   0.000   0.000   13.000 0.000   0.000   0.000   2.410;
>>      0.000   0.000   0.000   1.000   0.000   0.000   0.000   41.000
>>     0.000   0.000   0.000   8.000 0.000   0.000   0.000   2.400;
>>      0.000   1.000   0.000   0.000   0.000   29.000   0.000   0.000
>>     0.000   13.000   0.000   0.000 0.000   2.400   0.000   0.000;
>>      0.000   1.000   0.000   0.000   0.000   39.000   0.000   0.000
>>     0.000   12.000   0.000   0.000 0.000   2.380   0.000   0.000;
>>      0.000   1.000   0.000   0.000   0.000   27.000   0.000   0.000
>>     0.000   6.000   0.000   0.000 0.000   2.370   0.000   0.000;
>>      0.000   1.000   0.000   0.000   0.000   57.000   0.000   0.000
>>     0.000   11.000   0.000   0.000 0.000   2.330   0.000   0.000;
>>      0.000   1.000   0.000   0.000   0.000   24.000   0.000   0.000
>>     0.000   7.000   0.000   0.000 0.000   2.370   0.000   0.000;
>>      0.000   0.000   0.000   1.000   0.000   0.000   0.000   31.000
>>     0.000   0.000   0.000   11.000 0.000   0.000   0.000   2.330;
>>      0.000   0.000   0.000   1.000   0.000   0.000   0.000   23.000
>>     0.000   0.000   0.000   11.000 0.000   0.000   0.000   2.520;
>>      0.000   0.000   0.000   1.000   0.000   0.000   0.000   34.000
>>     0.000   0.000   0.000   11.000 0.000   0.000   0.000   2.360;
>>      0.000   0.000   0.000   1.000   0.000   0.000   0.000   32.000
>>     0.000   0.000   0.000   10.000 0.000   0.000   0.000   2.570;
>>      0.000   1.000   0.000   0.000   0.000   37.000   0.000   0.000
>>     0.000   2.000   0.000   0.000 0.000   2.570   0.000   0.000;
>>      0.000   0.000   0.000   1.000   0.000   0.000   0.000   46.000
>>     0.000   0.000   0.000   5.000 0.000   0.000   0.000   2.400;
>>      0.000   0.000   0.000   1.000   0.000   0.000   0.000   48.000
>>     0.000   0.000   0.000   1.000 0.000   0.000   0.000   2.370;
>>      0.000   1.000   0.000   0.000   0.000   42.000   0.000   0.000
>>     0.000   3.000   0.000   0.000 0.000   2.470   0.000   0.000;
>>      0.000   0.000   0.000   1.000   0.000   0.000   0.000   54.000
>>     0.000   0.000   0.000   8.000 0.000   0.000   0.000   2.450;
>>      0.000   1.000   0.000   0.000   0.000   30.000   0.000   0.000
>>     0.000   0.000   0.000   0.000 0.000   2.480   0.000   0.000;
>>      0.000   0.000   0.000   1.000   0.000   0.000   0.000   36.000
>>     0.000   0.000   0.000   12.000 0.000   0.000   0.000   2.390;
>>      0.000   0.000   0.000   1.000   0.000   0.000   0.000   34.000
>>     0.000   0.000   0.000   9.000 0.000   0.000   0.000   2.300;
>>      0.000   0.000   0.000   1.000   0.000   0.000   0.000   38.000
>>     0.000   0.000   0.000   0.000 0.000   0.000   0.000   2.550;
>>     --------------------------------
>>
>>     I attached fsgd file.
>>
>>     Thank you.
>>
>>     Best,
>>     Seung-Gul
>>     ---
>>     *Seung Gul Kang, M.D., Ph.D. *
>>
>>     *Psychiatrist, Associate Professor*; Department of Psychiatry,
>>     Gil Medical Center, Gachon University, School of Medicine, 21,
>>     Namdong-daero 774 beon-gil, Namdong-gu, Incheon, 21565, South Korea
>>     *Research scholar*; Sleep Disorders Clinical Research Program,
>>     Department of Psychiatry, Massachusetts General Hospital, Harvard
>>     Medical School, 1 Bowdoin Square, 9th floor, Boston, MA 02114, USA
>>     *Collaboration researcher*; Division of Sleep & Circadian
>>     Disorders, Brigham & Women's Hospital, Harvard Medical School,
>>     221 Longwood Ave, Boston MA 02115
>>
>>
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