Match performance of the latent class models for the newborn screening data deduplication
Model . | Brier score . | True negative . | True positive . | False negative . | False positive . | Sensitivity . | Positive predictive value . | F-score . |
---|---|---|---|---|---|---|---|---|
MRN blocking scheme | ||||||||
FS | 0.086 | 466 | 5248 | 752 | 21 | 0.875 | 0.996 | 0.931 |
Model 1 | 0.054 | 457 | 5524 | 476 | 30 | 0.921 | 0.995 | 0.956 |
Model 2 | 0.056 | 453 | 5521 | 479 | 34 | 0.920 | 0.994 | 0.956 |
Model 3 | 0.080 | 460 | 5357 | 643 | 27 | 0.893 | 0.995 | 0.941 |
LN-FN blocking scheme | ||||||||
FS | 0.149 | 108 | 3732 | 860 | 0 | 0.813 | 1.000 | 0.897 |
Model 1 | 0.128 | 108 | 3823 | 769 | 0 | 0.833 | 1.000 | 0.909 |
Model 2 | 0.121 | 108 | 3861 | 731 | 0 | 0.841 | 1.000 | 0.914 |
Model 3 | 0.139 | 107 | 3708 | 884 | 1 | 0.807 | 1.000 | 0.893 |
DOB-ZIP blocking scheme | ||||||||
FS | 0.071 | 5711 | 5889 | 249 | 794 | 0.959 | 0.881 | 0.919 |
Model 1 | 0.062 | 5777 | 5996 | 142 | 728 | 0.977 | 0.892 | 0.932 |
Model 2 | 0.068 | 5651 | 6081 | 57 | 854 | 0.991 | 0.877 | 0.930 |
Model 3 | 0.072 | 5587 | 6090 | 48 | 918 | 0.992 | 0.869 | 0.927 |
TEL blocking scheme | ||||||||
FS | 0.138 | 440 | 2960 | 515 | 223 | 0.852 | 0.930 | 0.889 |
Model 1 | 0.134 | 313 | 3143 | 332 | 350 | 0.904 | 0.900 | 0.902 |
Model 2 | 0.134 | 313 | 3143 | 332 | 350 | 0.904 | 0.900 | 0.902 |
Model 3 | 0.145 | 310 | 3121 | 354 | 353 | 0.898 | 0.898 | 0.898 |
NKLN-NKFN blocking scheme | ||||||||
FS | 0.153 | 167 | 1431 | 26 | 280 | 0.982 | 0.836 | 0.903 |
Model 1 | 0.159 | 143 | 1454 | 3 | 304 | 0.998 | 0.827 | 0.905 |
Model 2 | 0.160 | 140 | 1455 | 2 | 307 | 0.999 | 0.826 | 0.904 |
Model 3 | 0.114 | 248 | 1419 | 38 | 199 | 0.974 | 0.877 | 0.923 |
All blocking schemes combined | ||||||||
FS | 0.100 | 6168 | 7010 | 957 | 865 | 0.880 | 0.890 | 0.885 |
Model 1 | 0.085 | 6167 | 7266 | 701 | 866 | 0.912 | 0.894 | 0.903 |
Model 2 | 0.089 | 6062 | 7343 | 624 | 971 | 0.922 | 0.883 | 0.902 |
Model 3 | 0.096 | 6019 | 7259 | 708 | 1014 | 0.911 | 0.877 | 0.894 |
Model . | Brier score . | True negative . | True positive . | False negative . | False positive . | Sensitivity . | Positive predictive value . | F-score . |
---|---|---|---|---|---|---|---|---|
MRN blocking scheme | ||||||||
FS | 0.086 | 466 | 5248 | 752 | 21 | 0.875 | 0.996 | 0.931 |
Model 1 | 0.054 | 457 | 5524 | 476 | 30 | 0.921 | 0.995 | 0.956 |
Model 2 | 0.056 | 453 | 5521 | 479 | 34 | 0.920 | 0.994 | 0.956 |
Model 3 | 0.080 | 460 | 5357 | 643 | 27 | 0.893 | 0.995 | 0.941 |
LN-FN blocking scheme | ||||||||
FS | 0.149 | 108 | 3732 | 860 | 0 | 0.813 | 1.000 | 0.897 |
Model 1 | 0.128 | 108 | 3823 | 769 | 0 | 0.833 | 1.000 | 0.909 |
Model 2 | 0.121 | 108 | 3861 | 731 | 0 | 0.841 | 1.000 | 0.914 |
Model 3 | 0.139 | 107 | 3708 | 884 | 1 | 0.807 | 1.000 | 0.893 |
DOB-ZIP blocking scheme | ||||||||
FS | 0.071 | 5711 | 5889 | 249 | 794 | 0.959 | 0.881 | 0.919 |
Model 1 | 0.062 | 5777 | 5996 | 142 | 728 | 0.977 | 0.892 | 0.932 |
Model 2 | 0.068 | 5651 | 6081 | 57 | 854 | 0.991 | 0.877 | 0.930 |
Model 3 | 0.072 | 5587 | 6090 | 48 | 918 | 0.992 | 0.869 | 0.927 |
TEL blocking scheme | ||||||||
FS | 0.138 | 440 | 2960 | 515 | 223 | 0.852 | 0.930 | 0.889 |
Model 1 | 0.134 | 313 | 3143 | 332 | 350 | 0.904 | 0.900 | 0.902 |
Model 2 | 0.134 | 313 | 3143 | 332 | 350 | 0.904 | 0.900 | 0.902 |
Model 3 | 0.145 | 310 | 3121 | 354 | 353 | 0.898 | 0.898 | 0.898 |
NKLN-NKFN blocking scheme | ||||||||
FS | 0.153 | 167 | 1431 | 26 | 280 | 0.982 | 0.836 | 0.903 |
Model 1 | 0.159 | 143 | 1454 | 3 | 304 | 0.998 | 0.827 | 0.905 |
Model 2 | 0.160 | 140 | 1455 | 2 | 307 | 0.999 | 0.826 | 0.904 |
Model 3 | 0.114 | 248 | 1419 | 38 | 199 | 0.974 | 0.877 | 0.923 |
All blocking schemes combined | ||||||||
FS | 0.100 | 6168 | 7010 | 957 | 865 | 0.880 | 0.890 | 0.885 |
Model 1 | 0.085 | 6167 | 7266 | 701 | 866 | 0.912 | 0.894 | 0.903 |
Model 2 | 0.089 | 6062 | 7343 | 624 | 971 | 0.922 | 0.883 | 0.902 |
Model 3 | 0.096 | 6019 | 7259 | 708 | 1014 | 0.911 | 0.877 | 0.894 |
Match performance of the latent class models for the newborn screening data deduplication
Model . | Brier score . | True negative . | True positive . | False negative . | False positive . | Sensitivity . | Positive predictive value . | F-score . |
---|---|---|---|---|---|---|---|---|
MRN blocking scheme | ||||||||
FS | 0.086 | 466 | 5248 | 752 | 21 | 0.875 | 0.996 | 0.931 |
Model 1 | 0.054 | 457 | 5524 | 476 | 30 | 0.921 | 0.995 | 0.956 |
Model 2 | 0.056 | 453 | 5521 | 479 | 34 | 0.920 | 0.994 | 0.956 |
Model 3 | 0.080 | 460 | 5357 | 643 | 27 | 0.893 | 0.995 | 0.941 |
LN-FN blocking scheme | ||||||||
FS | 0.149 | 108 | 3732 | 860 | 0 | 0.813 | 1.000 | 0.897 |
Model 1 | 0.128 | 108 | 3823 | 769 | 0 | 0.833 | 1.000 | 0.909 |
Model 2 | 0.121 | 108 | 3861 | 731 | 0 | 0.841 | 1.000 | 0.914 |
Model 3 | 0.139 | 107 | 3708 | 884 | 1 | 0.807 | 1.000 | 0.893 |
DOB-ZIP blocking scheme | ||||||||
FS | 0.071 | 5711 | 5889 | 249 | 794 | 0.959 | 0.881 | 0.919 |
Model 1 | 0.062 | 5777 | 5996 | 142 | 728 | 0.977 | 0.892 | 0.932 |
Model 2 | 0.068 | 5651 | 6081 | 57 | 854 | 0.991 | 0.877 | 0.930 |
Model 3 | 0.072 | 5587 | 6090 | 48 | 918 | 0.992 | 0.869 | 0.927 |
TEL blocking scheme | ||||||||
FS | 0.138 | 440 | 2960 | 515 | 223 | 0.852 | 0.930 | 0.889 |
Model 1 | 0.134 | 313 | 3143 | 332 | 350 | 0.904 | 0.900 | 0.902 |
Model 2 | 0.134 | 313 | 3143 | 332 | 350 | 0.904 | 0.900 | 0.902 |
Model 3 | 0.145 | 310 | 3121 | 354 | 353 | 0.898 | 0.898 | 0.898 |
NKLN-NKFN blocking scheme | ||||||||
FS | 0.153 | 167 | 1431 | 26 | 280 | 0.982 | 0.836 | 0.903 |
Model 1 | 0.159 | 143 | 1454 | 3 | 304 | 0.998 | 0.827 | 0.905 |
Model 2 | 0.160 | 140 | 1455 | 2 | 307 | 0.999 | 0.826 | 0.904 |
Model 3 | 0.114 | 248 | 1419 | 38 | 199 | 0.974 | 0.877 | 0.923 |
All blocking schemes combined | ||||||||
FS | 0.100 | 6168 | 7010 | 957 | 865 | 0.880 | 0.890 | 0.885 |
Model 1 | 0.085 | 6167 | 7266 | 701 | 866 | 0.912 | 0.894 | 0.903 |
Model 2 | 0.089 | 6062 | 7343 | 624 | 971 | 0.922 | 0.883 | 0.902 |
Model 3 | 0.096 | 6019 | 7259 | 708 | 1014 | 0.911 | 0.877 | 0.894 |
Model . | Brier score . | True negative . | True positive . | False negative . | False positive . | Sensitivity . | Positive predictive value . | F-score . |
---|---|---|---|---|---|---|---|---|
MRN blocking scheme | ||||||||
FS | 0.086 | 466 | 5248 | 752 | 21 | 0.875 | 0.996 | 0.931 |
Model 1 | 0.054 | 457 | 5524 | 476 | 30 | 0.921 | 0.995 | 0.956 |
Model 2 | 0.056 | 453 | 5521 | 479 | 34 | 0.920 | 0.994 | 0.956 |
Model 3 | 0.080 | 460 | 5357 | 643 | 27 | 0.893 | 0.995 | 0.941 |
LN-FN blocking scheme | ||||||||
FS | 0.149 | 108 | 3732 | 860 | 0 | 0.813 | 1.000 | 0.897 |
Model 1 | 0.128 | 108 | 3823 | 769 | 0 | 0.833 | 1.000 | 0.909 |
Model 2 | 0.121 | 108 | 3861 | 731 | 0 | 0.841 | 1.000 | 0.914 |
Model 3 | 0.139 | 107 | 3708 | 884 | 1 | 0.807 | 1.000 | 0.893 |
DOB-ZIP blocking scheme | ||||||||
FS | 0.071 | 5711 | 5889 | 249 | 794 | 0.959 | 0.881 | 0.919 |
Model 1 | 0.062 | 5777 | 5996 | 142 | 728 | 0.977 | 0.892 | 0.932 |
Model 2 | 0.068 | 5651 | 6081 | 57 | 854 | 0.991 | 0.877 | 0.930 |
Model 3 | 0.072 | 5587 | 6090 | 48 | 918 | 0.992 | 0.869 | 0.927 |
TEL blocking scheme | ||||||||
FS | 0.138 | 440 | 2960 | 515 | 223 | 0.852 | 0.930 | 0.889 |
Model 1 | 0.134 | 313 | 3143 | 332 | 350 | 0.904 | 0.900 | 0.902 |
Model 2 | 0.134 | 313 | 3143 | 332 | 350 | 0.904 | 0.900 | 0.902 |
Model 3 | 0.145 | 310 | 3121 | 354 | 353 | 0.898 | 0.898 | 0.898 |
NKLN-NKFN blocking scheme | ||||||||
FS | 0.153 | 167 | 1431 | 26 | 280 | 0.982 | 0.836 | 0.903 |
Model 1 | 0.159 | 143 | 1454 | 3 | 304 | 0.998 | 0.827 | 0.905 |
Model 2 | 0.160 | 140 | 1455 | 2 | 307 | 0.999 | 0.826 | 0.904 |
Model 3 | 0.114 | 248 | 1419 | 38 | 199 | 0.974 | 0.877 | 0.923 |
All blocking schemes combined | ||||||||
FS | 0.100 | 6168 | 7010 | 957 | 865 | 0.880 | 0.890 | 0.885 |
Model 1 | 0.085 | 6167 | 7266 | 701 | 866 | 0.912 | 0.894 | 0.903 |
Model 2 | 0.089 | 6062 | 7343 | 624 | 971 | 0.922 | 0.883 | 0.902 |
Model 3 | 0.096 | 6019 | 7259 | 708 | 1014 | 0.911 | 0.877 | 0.894 |
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