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. 2023 Sep 29;6(4):470–480. doi: 10.31662/jmaj.2022-0206

Table 2.

Cohort Characteristics.

Model data External Validation data
Period 12 months 6 months
Number of patients 51240 35480
Gender
 Male 21031 15118
 Female 30209 20362
Age at laboratory tests (mean ± SD) 59.0 ± 18.5 59.1 ± 18.5
Number of laboratory tests 223422 112008
Number of laboratory test items 7691243 3889926
Number of laboratory tests by patient location
 Outpatient 169743 84773
 General ward 42089 21793
 Intensive care unit 10944 5155
 Palliative care unit 646 287
Number of laboratory tests by requesting department
 Obstetrics and gynecology 36946 18105
 Immuno-Rheumatology 22013 11000
 Cardiology 20785 10208
 Nephrology 15464 8158
 Emergency room 12044 6181
 Urology 11815 5731
 Endocrinology 11772 6002
 Gastroenterology 11509 5999
 Hematology 10493 5036
 Anesthesiology 10110 5012
 Oncology 10004 5188
 Respiratory medicine 9351 4795
 Internal medicine 9177 4569
 Breast surgery 8480 3680
 General surgery 6167 3157
 Infectious disease 5821 2651
 Cardiovascular surgery 4518 2668
 Orthopedics 4423 2310
 Dermatology 3345 1685
 Neurosurgery 3114 1814
 Neurology 2313 1041
 Psychiatry 1329 729
 Thoracic surgery 1324 765
 Ophthalmology 1158 566
 Plastic surgery 942 499
 Neurovascular 774 275
 Palliative care 693 312
 Otorhinolaryngology 686 412
 Oral surgery 212 123
 Radiology 156 43
 Others 373 264
Number of laboratory tests with critical values 20297 9948
Number of deceased patients 522 260
Number of laboratory tests conducted within 7 days of death 1334 (0.6%) 589 (0.5%)