Table 4.
Baseline characteristics of the training, validation, and test sets for multicategory deep learning of laboratory parameters in AHO, benign bone tumors, malignant bone tumors, and fractures.
| Train/380 | Validation/126 | Test/128 | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AHO/70 | Benign bone tumor/142 | Malignant bone tumor/37 | Fracture/131 | AHO/18 | Benign bone tumor/40 | Malignant bone tumor/16 | Fracture/52 | AHO/12 | Benign bone tumor/56 | Malignant bone tumor/17 | Fracture/43 | |
| Sex | M47/F23 | M88/F54 | M17/F20 | M85/F46 | M12/F6 | M28/F12 | M5/F11 | M32/F20 | M8/F4 | M30/F26 | M9/F8 | M35/F8 |
| Gender | 9.00 (5.00, 11.00) | 11.00 (8.00, 13.00) | 12.64865 | 9.00 (6.00, 11.00) | 8.50000 | 12.05000 | 14.00 (11.00, 14.25) | 8.94118 | 7.66667 | 12.00 (9.50, 14.00) | 11.82353 | 8.72093 |
| EO# | 0.15 (0.08, 0.22) | 0.12 (0.10, 0.21) | 0.10 (0.10, 0.20) | 0.07 (0.02, 0.11) | 0.11 (0.08, 0.14) | 0.10 (0.10, 0.20) | 0.10 (0.10, 0.23) | 0.06 (0.01, 0.13) | 0.22250 | 0.14 (0.10, 0.20) | 0.10 (0.02, 0.19) | 0.10 (0.03, 0.11) |
| EO% | 2.60 (1.60, 3.80) | 2.05 (1.20, 3.48) | 2.00 (0.90, 3.20) | 0.90 (0.20, 1.70) | 2.05556 | 1.80 (1.50, 2.77) | 2.00 (1.08, 3.10) | 0.80 (0.15, 1.70) | 3.65833 | 2.00 (1.60, 3.30) | 1.41765 | 1.00 (0.30, 1.75) |
| HCT | 34.40 (32.10, 37.20) | 39.43873 | 35.23514 | 37.70 (35.45, 40.05) | 34.06667 | 40.05 (37.70, 43.52) | 32.57500 | 37.70 (34.80, 39.90) | 31.28333 | 39.09455 | 31.70 (30.70, 35.80) | 37.16977 |
| HGB | 113.00 (106.00, 122.00) | 131.99296 | 117.94595 | 126.00 (119.00, 133.50) | 113.44444 | 135.20000 | 109.62500 | 126.00 (115.50, 132.00) | 103.75000 | 130.38182 | 113.64706 | 124.74419 |
| MCH | 27.30 (26.50, 28.60) | 28.50 (27.90, 29.60) | 29.07297 | 28.40 (27.40, 29.30) | 27.80556 | 28.40 (27.93, 28.73) | 28.98750 | 27.91961 | 26.74167 | 28.39818 | 29.31765 | 28.61163 |
| MCHC | 331.08696 | 335.00 (332.00, 339.75) | 335.27027 | 335.00 (329.00, 339.00) | 332.50000 | 336.75000 | 339.43750 | 333.58824 | 330.75000 | 334.92727 | 330.94118 | 335.69767 |
| MCV | 82.00 (80.00, 85.00) | 85.51479 | 86.95946 | 85.00 (82.00, 87.00) | 83.61111 | 85.00 (83.88, 86.27) | 86.42500 | 83.70588 | 80.83333 | 85.18545 | 89.21765 | 85.30233 |
| MPV | 7.48116 | 9.60 (8.60, 10.30) | 9.13514 | 8.20 (7.60, 8.50) | 7.62222 | 9.54500 | 9.58750 | 8.01569 | 7.47500 | 9.31455 | 9.22941 | 8.50 (7.50, 8.60) |
| PCT | 0.26536 | 0.26711 | 0.28 (0.25, 0.30) | 0.25 (0.21, 0.27) | 0.22778 | 0.25525 | 0.28125 | 0.26 (0.21, 0.28) | 0.27750 | 0.26309 | 0.27294 | 0.26 (0.23, 0.28) |
| PLT | 345.00 (292.00, 401.00) | 279.00 (242.25, 331.25) | 298.00 (267.00, 339.00) | 298.00 (251.50, 337.50) | 285.00 (254.25, 325.50) | 274.00 (232.75, 298.00) | 312.00000 | 316.54902 | 375.25000 | 296.00 (256.00, 324.50) | 304.41176 | 303.00 (278.00, 342.00) |
| WBC | 6.29 (5.04, 7.75) | 6.90 (5.83, 8.54) | 7.11541 | 8.40 (7.39, 11.75) | 6.09000 | 6.48675 | 7.23875 | 9.97098 | 6.92917 | 7.03382 | 8.65471 | 8.27 (7.39, 9.96) |
| RBC | 4.20 (3.90, 4.60) | 4.42 (4.40, 4.71) | 4.39 (4.00, 4.44) | 4.40 (4.20, 4.80) | 4.07778 | 4.40 (4.40, 4.65) | 4.20 (4.04, 4.40) | 4.40 (4.20, 4.80) | 3.88333 | 4.48 (4.40, 4.80) | 4.14294 | 4.40 (4.15, 4.75) |
| RH | 1.00 (0.00, 1.00) | 0.00 (0.00, 1.00) | 0.00 (0.00, 0.00) | 1.00 (1.00, 1.00) | 0.00 (0.00, 1.00) | 0.00 (0.00, 1.00) | 0.00 (0.00, 0.00) | 1.00 (1.00, 1.00) | 0.50 (0.00, 1.00) | 0.00 (0.00, 1.00) | 0.00 (0.00, 0.00) | 1.00 (0.00, 1.00) |
| A/G | 1.30 (1.10, 1.60) | 1.75690 | 1.57541 | 1.68 (1.60, 1.80) | 1.45 (1.20, 1.66) | 1.74300 | 1.57813 | 1.68 (1.50, 1.90) | 1.38833 | 1.70 (1.60, 1.86) | 1.61941 | 1.68 (1.60, 1.90) |
| ALT | 14.00 (10.00, 25.00) | 13.00 (9.00, 18.00) | 21.00 (12.00, 30.00) | 13.00 (11.50, 15.00) | 19.50 (13.00, 37.00) | 12.50 (9.75, 18.25) | 18.00 (9.75, 34.50) | 13.00 (10.00, 15.00) | 13.25000 | 13.00 (9.00, 16.00) | 14.00 (10.00, 24.00) | 13.00 (11.50, 14.00) |
| AST | 21.00 (17.00, 25.00) | 20.00 (16.00, 24.00) | 19.00 (17.00, 27.00) | 22.00 (21.00, 26.00) | 21.50 (19.25, 30.75) | 19.00 (14.75, 22.25) | 18.00 (14.75, 33.75) | 21.00 (18.00, 26.50) | 20.58333 | 19.00 (15.50, 21.00) | 20.00 (14.00, 23.00) | 22.00 (21.00, 26.00) |
| GGT | 16.00 (14.00, 24.00) | 13.00 (10.00, 18.00) | 21.00 (14.00, 31.00) | 14.00 (11.00, 15.00) | 30.00 (15.00, 38.50) | 14.00 (11.00, 20.25) | 16.00 (12.75, 26.50) | 14.00 (13.00, 17.00) | 16.50 (13.25, 46.75) | 14.00 (12.00, 18.00) | 26.35294 | 13.00 (11.00, 14.00) |
| TP | 69.50725 | 68.25634 | 64.69189 | 68.90 (67.60, 72.20) | 70.67778 | 69.38500 | 65.40625 | 71.28824 | 70.50833 | 68.40000 | 63.52353 | 68.90 (67.55, 71.30) |
| Urea | 4.24899 | 4.49 (3.88, 5.28) | 3.61784 | 4.31 (3.79, 4.80) | 4.21278 | 4.29 (3.76, 5.62) | 4.06 (3.53, 4.68) | 4.31 (4.01, 5.03) | 4.90750 | 4.55418 | 4.41529 | 4.22070 |