| Training Cohort | Internal Validation Cohort | External Validation Cohort | ||||||||
| Characteristics |
Healthy Development |
Developmental Impairment |
p | HealthyDevelopment | DevelopmentalImpairment | p |
Healthy Development |
Developmental Impairment |
p | |
| N = 107 (%) | N = 143 (%) | N = 43 (%) | N = 62 (%) | N = 72 (%) | N = 80 (%) | |||||
| Premature infant | ||||||||||
| NBNA | High | 16 (14.95) | 26 (18.18) | 0.706 | 8 (18.60) | 9 (14.52) | 0.7255 | 36 (50.00) | 43 (53.75) | 0.2584 |
| Middle | 32 (29.91) | 45 (31.47) | 14 (32.56) | 18 (29.03) | 21 (29.17) | 28 (35.00) | ||||
| Low | 59 (55.14) | 72 (50.35) | 21 (48.84) | 35 (56.45) | 15 (20.83) | 9 (11.25) | ||||
| Sex | Female | 37 (34.58) | 56 (39.16) | 0.5423 | 21 (48.84) | 33 (53.23) | 0.8073 | 39 (54.17) | 23 (28.75) | 0.0025 |
| Male | 70 (65.42) | 87 (60.84) | 22 (51.16) | 29 (46.77) | 33 (45.83) | 57 (71.25) | ||||
| Gestational Age | <28 W | 8 (7.48) | 8 (5.59) | 0.0073 | 4 (9.30) | 8 (12.90) | 0.0016 | 5 (6.94) | 16 (20.00) | 0.0003 |
| 28–32 W | 24 (22.43) | 52 (36.36) | 6 (13.95) | 28 (45.16) | 19 (26.39) | 36 (45.00) | ||||
| 32–34 W | 16 (14.95) | 33 (23.08) | 21 (48.84) | 12 (19.35) | 16 (22.22) | 15 (18.75) | ||||
| 34–37 W | 59 (55.14) | 50 (34.97) | 12 (27.91) | 14 (22.58) | 32 (44.44) | 13 (16.25) | ||||
| Delivery Mode | Cesarean Section | 84 (78.50) | 105 (73.43) | 0.4376 | 34 (79.07) | 43 (69.35) | 0.3775 | 57 (79.17) | 64 (80.00) | 1 |
| Natural birth | 23 (21.50) | 38 (26.57) | 9 (20.93) | 19 (30.65) | 15 (20.83) | 16 (20.00) | ||||
| Risk Factors | No | 68 (63.55) | 59 (41.26) | 0.0008 | 35 (81.40) | 20 (32.26) | <0.0001 | 50 (69.44) | 36 (45.00) | 0.0041 |
| Yes | 39 (36.45) | 84 (58.74) | 8 (18.60) | 42 (67.74) | 22 (30.56) | 44 (55.00) | ||||
| Primary caregivers | ||||||||||
| Apartment | City | 80 (74.77) | 112 (78.32) | 0.6593 | 31 (72.09) | 51 (82.26) | 0.3869 | 65 (90.28) | 71 (88.75) | 0.4191 |
| Towns | 10 (9.35) | 14 (9.79) | 4 (9.30) | 5 (8.06) | 6 (8.33) | 5 (6.25) | ||||
| Villages | 17 (15.89) | 17 (11.89) | 8 (18.60) | 6 (9.68) | 1 (1.39) | 4 (5.00) | ||||
| Caregivers Age | <20 Y | 31 (28.97) | 44 (30.77) | 0.7018 | 7 (16.28) | 16 (25.81) | 0.2779 | 18 (25.00) | 33 (41.25) | 0.1167 |
| 20–30 Y | 71 (66.36) | 94 (65.73) | 34 (79.07) | 42 (67.74) | 49 (68.06) | 43 (53.75) | ||||
| 31–40 Y | 5 (4.67) | 4 (2.80) | 1 (2.33) | 4 (6.45) | 5 (6.94) | 3 (3.75) | ||||
| 41–50 Y | 0 (0) | 1 (0.70) | 1 (2.33) | 0 (0.00) | 0 (0.00) | 1 (1.25) | ||||
| Educational level | Primary and lower | 4 (3.74) | 2 (1.40) | 0.0004 | 2 (4.65) | 0 (0.00) | 0.008 | 1 (1.39) | 4 (5.00) | 0.0003 |
| Middle or high school | 88 (82.24) | 128 (89.51) | 38 (88.37) | 55 (88.71) | 56 (77.78) | 68 (85.00) | ||||
| College and above | 15 (14.02) | 13 (9.09) | 3 (6.98) | 7 (11.29) | 15 (20.83) | 8 (10.00) | ||||
| Monthly Household Income | <2 K | 5 (4.67) | 2 (1.40) | 0.0472 | 0 (0.00) | 3 (4.84) | 0.0572 | 5 (6.94) | 2 (2.50) | 0.6123 |
| 2–6 K | 29 (27.10) | 47 (32.87) | 13 (30.23) | 23 (37.10) | 13 (18.06) | 14 (17.50) | ||||
| 7–10 K | 40 (37.38) | 67 (46.85) | 15 (34.88) | 27 (43.55) | 36 (50.00) | 44 (55.00) | ||||
| >10 K | 33 (30.84) | 27 (18.88) | 15 (34.88) | 9 (14.52) | 18 (25.00) | 20 (25.00) | ||||
| Working Condition | Employee | 79 (73.83) | 102 (71.33) | 0.4641 | 33 (75.00) | 36 (58.06) | 0.1397 | 56 (77.78) | 62 (77.5) | 0.8474 |
| Unemployed | 28 (26.17) | 41 (28.67) | 10 (22.73) | 26 (41.94) | 16 (22.22) | 18 (22.50) | ||||
| Caregiving Experience | No | 79 (73.83) | 127 (88.81) | 0.0036 | 20 (46.51) | 59 (95.16) | <0.0001 | 32 (44.44) | 65 (81.25) | <0.0001 |
| Yes | 28 (26.17) | 16 (11.19) | 23 (53.49) | 3 (4.84) | 40 (55.56) | 15 (18.75) | ||||
| Caregiving Knowledge | No | 76 (71.03) | 129 (90.21) | 0.0002 | 19 (44.19) | 56 (90.32) | <0.0001 | 35 (48.61) | 56 (70.00) | <0.0001 |
| Yes | 31 (28.97) | 14 (9.79) | 24 (55.81) | 6 (9.68) | 37 (51.39) | 24 (30.00) | ||||
| Length of Stay | <14 D | 39 (36.45) | 41 (28.67) | 0.4142 | 9 (20.93) | 22 (35.48) | 0.1818 | 52 (72.22) | 52 (65.00) | 0.6253 |
| 14–23 D | 34 (31.78) | 49 (34.27) | 16 (37.21) | 23 (37.10) | 14 (19.44) | 19 (23.75) | ||||
| >23 D | 34 (31.78) | 53 (37.06) | 18 (41.86) | 17 (27.42) | 6 (8.33) | 9 (11.25) | ||||
| Caregiver Sex | Female | 91 (85.05) | 111 (77.62) | 0.1894 | 35 (81.40) | 40 (64.52) | 0.0963 | 60 (83.33) | 66 (82.50) | 1 |
| Male | 16 (14.95) | 32 (22.38) | 8 (18.60) | 22 (35.48) | 12 (16.67) | 14 (17.50) | ||||
| Marital Status | Married or Cohabiting | 102 (95.3) | 138 (96.50) | 0.8859 | 40 (93.02) | 62 (100.00) | 0.1299 | 72 (100.00) | 79 (98.75) | 1 |
| Single | 5 (4.67) | 5 (3.50) | 3 (6.98) | 0 (0.00) | 0 (0.00) | 1 (1.25) | ||||
| Insurance payment | Commercial Insurance | 7 (6.54) | 6 (4.20) | 0.133 | 2 (4.65) | 5 (8.06) | 0.4469 | 0 (0.00) | 1 (1.25) | 0.3177 |
| Rural Medical Care | 18 (16.82) | 36 (25.17) | 6 (13.95) | 13 (20.97) | 55 (76.39) | 56 (70.00) | ||||
| Self-pay | 9 (8.41) | 20 (13.99) | 8 (18.60) | 6 (9.68) | 12 (16.67) | 11 (13.75) | ||||
| Social Insurance | 73 (68.22) | 81 (56.64) | 27 (62.79) | 38 (61.29) | 5 (6.94) | 12 (15.00) | ||||
| Relationship with Newborn | Father | 25 (23.36) | 36 (25.17) | 0.7037 | 9 (20.93) | 16 (25.81) | 0.8021 | 21 (29.17) | 20 (25.00) | 0.5874 |
| Mother | 76 (71.03) | 102 (71.33) | 33 (76.74) | 44 (70.97) | 50 (69.44 | 57 (71.25) | ||||
| Grandparent | 6 (5.61) | 5 (3.50) | 1 (2.33) | 2 (3.23) | 1 (1.39) | 3 (3.75) | ||||
| Other Caregivers | No | 23 (21.50) | 79 (55.24) | <0.0001 | 11 (25.58) | 41 (66.13) | <0.0001 | 10 (13.89) | 42 (52.50) | <0.0001 |
| Yes | 84 (78.50) | 64 (44.76) | 32 (74.42) | 21 (33.87) | 62 (86.11) | 38 (47.50) | ||||