| Literature DB >> 34842534 |
David John Kavanagh1,2, Jennifer Connolly1,2, Jane Fisher3, W Kim Halford4, Kyra Hamilton5,6, Leanne Hides4, Jeannette Milgrom7,8, Heather Rowe3, Paul A Scuffham6, Katherine M White2, Anja Wittkowski9, Shelley Appleton1,2, Davina Sanders1,2.
Abstract
BACKGROUND: New parents face increased risks of emotional distress and relationship dissatisfaction. Digital interventions increase support access, but few preventive programs are optimized for both parents.Entities:
Keywords: depression; internet; men; perinatal; prevention; self-guided
Mesh:
Year: 2021 PMID: 34842534 PMCID: PMC8665385 DOI: 10.2196/23659
Source DB: PubMed Journal: J Med Internet Res ISSN: 1438-8871 Impact factor: 5.428
Figure 1CONSORT (Consolidated Standards of Reporting Trials) diagram.
Baseline characteristics and scores by parent gender (fathers: n=248; mothers: n=248): categorical variables.
| Variable | Fathers, n (%) | Mothers, n (%) | Chi-square test ( | ||||||||
| University degree | 142 (57.2) | 182 (73.3) | 14.24 (1) | <.001 | |||||||
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| 13.98 (2) | .001 | |||||||||
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| Full time | 219 (88.3) | 188 (75.8) |
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| Part time or casual | 20 (8.0) | 35 (14.1) |
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| Unpaid leave, benefits or retired | 9 (3.6) | 25 (10.0) |
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| Indigenous | 4 (1.6) | 0 (0) | 4.03 (1) | .045 | |||||||
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| 4.12 (2) | .13 | |||||||||
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| Australia | 163 (65.7) | 174 (70.2) |
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| New Zealand or Pacific or United Kingdom or Ireland or North America or other European countries | 53 (21.4) | 36 (14.5) |
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| Asia or Southeast Asia or Middle East or South America or Africa | 32 (12.9) | 38 (15.3) |
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Baseline characteristics and scores by parent gender (fathers: n=248; mothers: n=248): continuous variables.
| Variablea | Fathers, predicted mean (SE) | Mothers, predicted mean (SE) | ||
| Age (years) | 33.0 (0.27)b | 31.5 (0.27)b | 15.77 (247.0) | <.001 |
| Years living in Australiac | 12.2 (1.02)d | 10.5 (1.08)e | –1.37 (68.6) | .18 |
| Depression (EPDSf total) | 4.47 (0.25) | 5.42 (0.25) | 2.81 (247.0) | .005 |
| Quality of life (AQoL-8Dg Psychosocial) | 0.474 (0.01) | 0.434 (0.10) | –3.13 (247.0) | .002 |
| Relationship satisfaction (CSI-16h) | 69.8 (0.60) | 71.9 (0.60) | 3.26 (247.0) | .001 |
| Social support (Short MOS-SSSi) | 15.8 (0.21) | 16.6 (0.21) | 2.81 (247.0) | .005 |
| Parenting self-efficacy | 65.2 (1.20) | 65.3 (1.20) | 0.08 (247.0) | .94 |
| Self-efficacy: support provision | 81.2 (1.26) | 71.8 (1.26) | –5.43 (247.0) | <.001 |
aAnalyses of continuous variables include a random intercept for a couple.
bN=248.
cIf born overseas.
dn=85.
en=74.
fEPDS: Edinburgh Postnatal Depression Scale.
gAQoL-8D: Assessment of Quality of Life-8 Dimensions.
hCSI-16: Couples Satisfaction Index-16.
iMOS-SSS: Medical Outcomes Study Social Support Survey.
Program use and satisfactiona.
| Variable | Values, predicted mean (SE) | |||||
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| Baby Care only | Baby Steps Wellbeing | ||||
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| Fathers | Mothers | Fathers | Mothers | ||
| Log-ins | 1.09 (0.24) | 2.67 (0.24) | 0.89 (0.24) | 2.77 (0.24) | ||
| Duration of use (days) | 10.87 (4.08) | 34.62 (4.08) | 12.27 (4.08) | 41.47 (4.08) | ||
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| Total | 0.98 (0.17) | 2.23 (0.17) | 1.07 (0.17) | 3.10 (0.17) | |
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| Baby Care | 0.98 (0.12) | 2.23 (0.12) | 0.40 (0.12) | 1.56 (0.12) | |
| Program satisfactionb | 69.2 (2.03) | 71.8 (2.01) | 70.8 (2.10) | 72.5 (2.06) | ||
aPredicted means are derived from analyses that include a random intercept for a couple.
bMean of responses across participants who had accessed a program to items on overall satisfaction, relevance, usefulness, and ease of finding what they wanted.
Comparison of hypothesized and full factorial models for analyses of outcomesa.
| Dependent variable | Parameters, N | AICb | BICc | Log likelihood | Deviance | Chi-square test ( | ||||
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| Hypothesized modele | 12 | 7247.7 | 7310.2 | –3611.9 | 7223.7 | 3.34 | .34 | ||
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| Full model | 15 | 7250.4 | 7328.5 | –3610.2 | 7220.4 | 3.34 | .34 | ||
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| Hypothesized modele | 12 | –1361.4 | –1298.9 | 692.7 | –1385.4 | 4.90 | .18 | ||
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| Full model | 15 | –1360.3 | –1282.2 | 695.2 | –1390.3 | 4.90 | .18 | ||
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| Hypothesized modele | 12 | 9716.4 | 9778.9 | –4846.2 | 9692.4 | 3.94 | .27 | ||
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| Full model | 15 | 9728.5 | 9796.6 | –4844.2 | 9688.5 | 3.94 | .27 | ||
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| Hypothesized modele | 12 | 6826.2 | 6888.7 | –3401.1 | 6802.2 | 2.79 | .42 | ||
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| Full model | 15 | 6829.4 | 6907.5 | –3399.7 | 6799.4 | 2.79 | .42 | ||
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| Hypothesized model | 12 | 11395 | 11458 | –5685.7 | 11371 | 7.65 | .05 | ||
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| Full modele | 15 | 11394 | 11472 | –5681.9 | 11364 | 7.65 | .05 | ||
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| Hypothesized modele | 12 | 11560 | 11622 | –5768.0 | 11536 | 4.03 | .26 | ||
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| Full model | 15 | 11562 | 11640 | –5765.9 | 11532 | 4.03 | .26 | ||
aAll models had random intercepts for the subject and couple. The hypothesized model included treatment, parent gender, time, treatment×time, and parent gender×time. The full model comprised the full factorial design.
bAIC: Akaike Information Criterion.
cBIC: Bayesian Information Criterion.
dEPDS: Edinburgh Postnatal Depression Scale.
ePreferred model.
fAQoL-8D: Assessment of Quality of Life-8 Dimensions.
gCSI-16: Couples Satisfaction Index-16.
hMOS-SSS: Medical Outcomes Study Social Support Survey.
Outcomes, using the preferred model.
| Dependent variable | Estimate | SE |
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| Intercept | 0.6744 | 0.2431 | –2.77 (427.0) | .006 | ||||
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| Treatment | –0.1820 | 0.2875 | –0.63 (247.2) | .53 | ||||
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| Parent gender | 1.4675 | 0.2656 | 5.53 (246.6) | <.001 | ||||
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| Linear time | –0.2993 | 0.2384 | –1.26 (899.5) | .21 | ||||
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| Quadratic time | 0.0390 | 0.2417 | 0.16 (883.2) | .87 | ||||
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| Parent gender×linear time | 0.3537 | 0.2735 | 1.29 (896.2) | .196 | ||||
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| Parent gender×quadratic time | –0.6512 | 0.2799 | –2.33 (886.6) | .02 | ||||
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| Treatment×linear time | –0.2681 | 0.2737 | –0.98 (894.7) | .33 | ||||
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| Treatment×quadratic time | –0.2556 | 0.2800 | –0.91 (885.4) | .36 | ||||
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| Intercept | 0.0142 | 0.0120 | 1.18 (381.2) | .24 | ||||
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| Treatment | 0.0225 | 0.0145 | 1.50 (247.7) | .13 | ||||
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| Parent gender | –0.0445 | 0.0114 | –3.89 (249.3) | <.001 | ||||
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| Linear time | 0.0282 | 0.0091 | 3.11 (888.9) | .002 | ||||
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| Quadratic time | –0.0073 | 0.0092 | –0.79 (876.9) | .43 | ||||
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| Parent gender×linear time | 0.0088 | 0.0104 | 0.85 (888.7) | .398 | ||||
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| Parent gender×quadratic time | 0.0265 | 0.0107 | 2.48 (880.2) | .01 | ||||
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| Treatment×linear time | –0.0038 | 0.0104 | –0.37 (884.3) | .71 | ||||
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| Treatment×quadratic time | 0.0090 | 0.0107 | 0.84 (877.1) | .40 | ||||
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| Intercept | –0.8547 | 0.8088 | –1.06 (336.2) | .29 | ||||
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| Treatment | 0.5978 | 1.0520 | 0.57 (247.3) | .57 | ||||
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| Parent gender | 1.0437 | 0.6333 | 1.65 (244.8) | .101 | ||||
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| Linear time | –2.3895 | 0.5498 | –4.35 (887.7) | <.001 | ||||
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| Quadratic time | 0.1802 | 0.5564 | 0.32 (874.1) | .75 | ||||
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| Parent gender×linear time | –1.3776 | 0.6293 | –2.19 (890.0) | .03 | ||||
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| Parent gender×quadratic time | 0.2033 | 0.6445 | 0.32 (880.1) | .75 | ||||
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| Treatment×linear time | 1.3444 | 0.6323 | 2.13 (880.7) | .03 | ||||
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| Treatment×quadratic time | –0.4098 | 0.6465 | –0.63 (873.4) | .53 | ||||
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| Intercept | –0.5233 | 0.2177 | –2.40 (372.9) | .02 | ||||
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| Treatment | 0.3073 | 0.2681 | 1.15 (235.3) | .25 | ||||
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| Parent gender | 0.7202 | 0.2135 | 3.37 (243.9) | <.001 | ||||
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| Linear time | –0.2292 | 0.2044 | –1.12 (882.1) | .26 | ||||
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| Quadratic time | 0.17140 | 0.2072 | 0.83 (865.8) | .41 | ||||
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| Parent gender×linear time | –0.1775 | 0.2344 | –0.76 (880.1) | .45 | ||||
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| Parent gender×quadratic time | –0.1654 | 0.2402 | –0.69 (870.6) | .49 | ||||
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| Treatment×linear time | 0.1808 | 0.2350 | 0.77 (876.9) | .44 | ||||
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| Treatment×quadratic time | –0.0543 | 0.2407 | –0.23 (867.7) | .82 | ||||
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| Intercept | –0.9291 | 1.1960 | –0.78 (472.2) | .44 | ||||
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| Treatment | –0.2268 | 1.6960 | –0.13 (477.2) | .89 | ||||
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| Parent gender | 3.2155 | 1.6180 | 1.99 (238.7) | .048 | ||||
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| Linear time | 11.3882 | 1.3400 | 8.50 (889.7) | <.001 | ||||
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| Quadratic time | –1.3224 | 1.3535 | –0.98 (868.3) | .33 | ||||
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| Parent gender×Treatment | 0.0261 | 2.2939 | 0.01 (240.8) | .99 | ||||
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| Parent gender×linear time | 1.9064 | 1.8762 | 1.02 (883.0) | .31 | ||||
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| Parent gender×quadratic time | 0.1665 | 1.9024 | 0.09 (867.1) | .93 | ||||
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| Treatment×linear time | –3.3766 | 1.8945 | –1.78 (889.1) | .08 | ||||
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| Treatment×quadratic time | –1.7702 | 1.9429 | –0.91 (878.4) | .36 | ||||
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| Treatment×parent gender×linear time | 6.8500 | 2.6569 | 2.58 (883.5) | .01 | ||||
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| Treatment×parent gender×quadratic time | 2.9442 | 2.7200 | 1.08 (874.5) | .28 | ||||
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| Intercept | 3.8583 | 1.1927 | 3.24 (418.2) | .001 | ||||
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| Treatment | –0.7276 | 1.4183 | –0.51 (245.0) | .61 | ||||
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| Parent gender | –6.7124 | 1.2864 | –5.22 (241.3) | <.001 | ||||
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| Linear time | –0.5999 | 1.1922 | –0.50 (893.7) | .62 | ||||
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| Quadratic time | 1.4951 | 1.2085 | 1.24 (877.1) | .22 | ||||
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| Parent gender×linear time | 3.6372 | 1.3681 | 2.66 (890.8) | .008 | ||||
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| Parent gender×quadratic time | –0.2716 | 1.3996 | –0.19 (880.9) | .85 | ||||
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| Treatment×linear time | 3.5459 | 1.3695 | 2.59 (888.7) | .01 | ||||
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| Treatment×quadratic time | –2.2494 | 1.4006 | –1.61 (879.4) | .11 | ||||
aEPDS: Edinburgh Postnatal Depression Scale.
bAQoL-8D: Assessment of Quality of Life-8 Dimensions.
cCSI-16: Couples Satisfaction Index-16.
dMOS-SSS: Medical Outcomes Study Social Support Survey.
eThe reported effects are from the hypothesized model, except for parenting self-efficacy, which is from the full factorial model.
Figure 2Predicted mean outcomes, using the preferred model. Estimations of means used the hypothesized model, except for parenting self-efficacy, which used the full factorial model. AQoL-8D: Assessment of Quality of Life-8 Dimensions; CSI-16: Couples Satisfaction Index-16; EPDS: Edinburgh Postnatal Depression Scale; MOS-SSS: Medical Outcomes Study Social Support Survey.