From: Systematic review of prognostic models in traumatic brain injury
INTERNAL VALIDITY | All models | Logistic regression | Other analysis |
---|---|---|---|
 | N:66 | N:31 | N:35 |
STUDY | Â | Â | Â |
Loss to follow-up | Â | Â | Â |
   < 10% | 10 (15%) | 5 (16%) | 5 (14%) |
   >10% | 19 (29%) | 7 (23%) | 12 (34%) |
   Not reported | 37 (56%) | 19(61%) | 18 (52%) |
VARIABLES | Â | Â | Â |
Discussion about predictors | Â | Â | Â |
   Yes | 21(32%) | 11 (35%) | 10(29%) |
   No | 45(68%) | 20 (65%) | 25 (71%) |
Description of measurement of predictors | Â | Â | Â |
   Yes | 12 (18%) | 8 (26%) | 3 (9%) |
   No | 54 (82%) | 23(74%) | 32 (91%) |
Validity of outcome reported | Â | Â | Â |
   Yes | 31 (47%) | 14 (45%) | 17(49%) |
   No | 20 (30%) | 7 (23%) | 13 (37%) |
   Not applicable | 15(23%) | 10 (32%) | 5 (14%) |
Handling of missing data | Â | Â | Â |
   Estimated statistically | 4 (6%) | 4 (13%) | 0 |
   Excluded | 36(55%) | 16(52%) | 20 (57%) |
   Not reported | 26(39%) | 11(35%) | 15 (43%) |
ANALYSIS | Â | Â | Â |
Multivariable analysis Stepwise | Â | Â | Â |
   Backwards | - | 12 (39%) | N/A |
   Forwards | - | 3 (10%) |  |
   Not specified | - | 10 (32%) |  |
Not reported | - | 5 (16%) | Â |
Other | - | 1 (3%) | Â |
Interactions examined | Â | Â | Â |
   Yes | - | 4 (13%) |  |
   Not reported | - | 27 (87%) |  |
Handling of predictors variables | Â | Â | Â |
   Continuous | - | 6 (19%) |  |
   Categorical | - | 16 (52%) |  |
   Not clear | - | 9 (29%) |  |
More than 10 events per variable | Â | Â | Â |
   Yes | - | 9 (29%) |  |
   No | - | 16 (52%) |  |
   Not reported | - | 6 (19%) |  |
EXTERNAL VALIDITY | All models | Logistic regression | Other analysis |
Description of the sample | Â | Â | Â |
   Yes | 55 (83%) | 28 (90%) | 27 (77%) |
   No | 11(17%) | 3 (10%) | 8 (23%) |
Presentation of the prognostic model | Â | Â | Â |
   Normogram | 1 (1%) | 1 (3%) | 0 |
   Simplified score | 8 (12%) | 4 (13%) | 4 (11%) |
   Figure | 13 (20%) | 1 (3%) | 12 (34%) |
   Regression formula | 15 (23%) | 12(39%) | 3 (9%) |
   Not explained | 29 (44%) | 13(42%) | 16 (46%) |
EXTERNAL VALIDITY | All models | Logistic regression | Other analysis |
 | N:66 | N:31 | N:35 |
Performance reported A.U.C (Discrimination) | Â | Â | Â |
   Yes | - | 18 (58%) | NA |
   No | - | 13(42%) |  |
   C.I. presented | - | 8 out of 18 (44%) |  |
H-L (Calibration) | Â | Â | Â |
   Yes | - | 7 (23%) | NA |
   No | - | 23(74%) |  |
   Other | - | 1 (3%) |  |
Overall accuracy | Â | Â | Â |
   Yes | 37 (56%) | 15 (48%) | 22 (63%) |
   No | 29 (44%) | 16 (52%) | 13 (17%) |
Validation | Â | Â | Â |
   Yes | 25 (38%) | 17 (55%) | 8 (23%) |
   External | 7 (11%) | 7 (23%) | 0 |
   No | 41 (62%) | 14 (45%) | 27 (77%) |