| Literature DB >> 29374005 |
Anne M Wallace1, Matthew T Bogard1, Susan M Zbikowski1.
Abstract
BACKGROUND: Chronic conditions in the United States are among the most costly and preventable of all health problems. Research suggests health coaching is an effective strategy for reducing health risks including decreases in weight, blood pressure, lipids, and blood glucose. Much less is known about how and when coaching works.Entities:
Keywords: behavior change; chronic conditions; health coaching; health risks
Mesh:
Year: 2018 PMID: 29374005 PMCID: PMC5807624 DOI: 10.2196/jmir.8892
Source DB: PubMed Journal: J Med Internet Res ISSN: 1438-8871 Impact factor: 5.428
Gender differences in modality preference and type of goal set (N=35,271).
| Modality and goal type | Male (n=8493) | Female (n=26,778) | Differencea | OR (95% CI)b | ||
| Online | 0.63 | 0.71 | –0.08 | <.001 | ||
| Telephone | 0.20 | 0.16 | 0.05 | <.001 | ||
| In-Person | 0.03 | 0.04 | 0.02 | <.001 | ||
| Mixed | 0.14 | 0.13 | 0.01 | <.001 | ||
| Weight management | 4464 (52.56) | 16,596 (61.98) | 0.68 (0.65-0.71) | <.001 | ||
| Fitness | 1832 (21.46) | 5747 (21.57) | 1.01 (0.95-1.07) | .83 | ||
| Nutrition | 1138 (13.40) | 3985 (14.88) | 0.86 (0.82-0.95) | <.001 | ||
| Stress management | 576 (6.78) | 2285 (8.53) | 0.78 (0.71-0.86) | <.001 | ||
| Tobacco cessation | 870 (10.24) | 1657 (6.19) | 1.73 (1.59-1.89) | <.001 | ||
| Cholesterol | 352 (4.14) | 738 (2.75) | 1.53 (1.34-1.74) | <.001 | ||
| Blood pressure | 407 (4.79) | 639 (2.38) | 2.06 (1.81-2.34) | <.001 | ||
| Diabetes | 330 (3.88) | 678 (2.53) | 1.56 (1.36-1.78) | <.001 | ||
| Back care | 206 (2.43) | 328 (1.22) | 2.01 (1.68-2.39) | <.001 | ||
aDifferences were differences in predicted probabilities from multinomial logistic regression with bootstrapped standard errors.
bOdds ratios from unadjusted logistic regression.
cThe percentage is derived from the total number of goals in each goal type set by each gender.
Age differences in modality preference and type of goal set (N=35,333).
| Modality and area of focus | Age (years) | Comparisona age (years) | Difference (SE) | ||||||
| Mean (SD) | Meanb (SD) | ||||||||
| Online | 42.27 (11.78) | ||||||||
| Telephone | 58.26 (14.74) | ||||||||
| In-person | 41.72 (10.65) | ||||||||
| Mixed | 49.88 (14.42) | ||||||||
| Modality comparison | |||||||||
| Online vs telephone | 15.99 (0.22) | <.001 | |||||||
| Online vs in-person | 0.55 (0.65) | >.99 | |||||||
| Online vs mixed | –7.61 (0.24) | <.001 | |||||||
| Telephone vs in-person | 16.54 (0.68) | <.001 | |||||||
| Telephone vs mixed | 8.38 (0.31) | <.001 | |||||||
| In-Person vs mixed | –8.16 (0.68) | <.001 | |||||||
| Weight management | 45.14 (13.62) | 45.70 (14.50) | <.001 | ||||||
| Fitness | 44.77 (13.87) | 45.66 (14.01) | <.001 | ||||||
| Nutrition | 44.56 (14.42) | 45.62 (13.90) | <.001 | ||||||
| Stress management | 46.30 (14.74) | 45.40 (13.91) | .002 | ||||||
| Tobacco cessation | 44.36 (12.93) | 45.56 (14.06) | <.001 | ||||||
| Cholesterol | 49.24 (13.15) | 45.35 (13.99) | <.001 | ||||||
| Blood pressure | 50.08 (14.39) | 45.33 (13.95) | <.001 | ||||||
| Diabetes | 58.27 (13.07) | 45.09 (13.83) | <.001 | ||||||
| Back care | 52.28 (16.04) | 45.37 (13.93) | <.001 | ||||||
aComparisons based on Welch test.
bMean comparison age is the mean age of all participants not working on the designated goal type.
cCoaching area of focus includes all participants working on the designated goal type.
Gender differences in program activity (N=35,333).
| Program activity | Female | Male | OR/exp(β) (95% CI)a | ||
| 1 goal | 12,701 (47.43) | 4175 (49.16) | |||
| 2 goals | 8062 (30.11) | 2456 (28.92) | |||
| ≥3 goals | 6015 (22.46) | 1862 (21.92) | |||
| Number of goals set | 2.25 (2.48) | 2.22 (2.57) | 1.02 (0.98-1.04) | .13 | |
| Number of action steps set | 5.86 (12.45) | 5.25 (11.32) | 1.12 (1.07-1.17) | <.001 | |
| Number of interactions | 5.65 (11.60) | 4.69 (10.25) | 1.21 (1.16-1.25) | <.001 | |
| Number of action steps completed | 4.72 (11.94) | 4.20 (10.82) | 1.12 (1.06-1.19) | <.001 | |
| Number of goals completed | 1.23 (2.58) | 1.19 (2.65) | 1.04 (0.99-1.08) | .12 | |
| Weight management | 1.09 (2.25) | 1.10 (2.26) | 0.99 (0.97-1.02) | .77 | |
| Nutrition | 1.25 (2.87) | 1.20 (2.62) | 1.02 (0.97-1.08) | .43 | |
| Fitness | 1.21 (2.54) | 1.16 (2.59) | 1.02 (0.96-1.08) | .51 | |
| Within 30 days | 2644 (9.87) | 900 (10.60) | 0.92 (0.84-1.02) | .16 | |
| Within 60 days | 23,027 (85.96) | 7461 (87.85) | 0.85 (0.78-0.93) | <.001 | |
| Within 120 days | 25,401 (94.86) | 8137 (95.81) | 0.72 (0.70-0.93) | .001 | |
aOdds ratio (OR) from unadjusted logistic regression for activity and days first goal completed within. Exponentiated coefficients (incident rate ratios) from unadjusted negative binomial regression for number of goals completed.
Differences in program activity by age range (N=35,333).
| Program activity | Age range (years) | ||||||||
| <30 | 30-50 | 51-64 | ≥65 | ||||||
| 1 goal | 2500 (53.73) | 8987 (49.64) | 3821 (44.11) | 1593 (40.73) | |||||
| 2 goals | 1458 (31.33) | 5382 (29.72) | 2555 (29.49) | 1133 (29.97) | |||||
| ≥3 goals | 695 (14.94) | 3737 (20.64) | 2287 (26.40) | 1185 (30.30) | |||||
| Number of goals set | 1.85 (1.59) | 2.12 (2.25) | 2.48 (2.89) | 2.81 (3.57) | |||||
| Number of action steps set | 3.34 (7.08) | 5.03 (11.05) | 6.83 (13.82) | 9.36 (16.96) | |||||
| Number of interactions | 3.42 (7.99) | 5.12 (10.79) | 6.79 (13.41) | 6.20 (11.37) | |||||
| Number of action steps completed | 2.44 (6.65) | 3.96 (10.54) | 5.66 (13.29) | 7.84 (16.24) | |||||
| Number of goals completed | 0.76 (1.59) | 1.09 (2.25) | 1.49 (2.89) | 1.83 (3.57) | |||||
| Weight management | 0.66 (1.45) | 0.97 (1.95) | 1.30 (2.49) | 1.74 (3.41) | |||||
| Nutrition | 0.75 (1.73) | 1.16 (2.38) | 1.60 (3.76) | 1.65 (3.81) | |||||
| Fitness | 0.74 (1.62) | 1.05 (2.38) | 1.60 (3.16) | 1.95 (2.94) | |||||
| Within 30 days | 302 (6.49) | 1678 (9.27) | 958 (11.06) | 621 (15.87) | |||||
| Within 60 days | 4130 (88.76) | 15,741 (86.94) | 7331 (84.62) | 3341 (85.43) | |||||
| Within 120 days | 4462 (95.90) | 17,279 (95.43) | 8146 (94.03) | 3713 (994.94) | |||||
Comparison of differences in program activity by age range (N=35,333).
| Program activity | ≥65 vs | 51-64 vs | 30-50 vs | ||||||||||||
| 51-64 | 30-50 | <30 | 30-50 | <30 | <30 | ||||||||||
| Number of goals set | 1.14 (1.09-1.18) | <.001 | 1.33 (1.28-1.37) | <.001 | 1.52 (1.45-1.60) | <.001 | 1.17 (1.13-1.20) | <.001 | 1.34 (1.29-1.40) | <.001 | 1.15 (1.11-1.19) | <.001 | |||
| Number of action steps set | 1.37 (1.26-1.49) | <.001 | 1.86 (1.72-2.01) | <.001 | 2.81 (2.54-3.09) | <.001 | 1.36 (1.28-1.44) | <.001 | 2.05 (1.88-2.22) | <.001 | 1.51 (1.40-1.62) | <.001 | |||
| Number of interactions | 0.91 (0.85-0.98) | .01 | 1.21 (1.14-1.29) | <.001 | 1.82 (1.67-1.97) | <.001 | 1.33 (1.26-1.39) | <.001 | 1.98 (1.85-2.42) | <.001 | 1.49 (1.40-1.59) | <.001 | |||
| Number of action steps completed | 1.39 (1.24-1.56) | <.001 | 1.98 (1.78-2.19) | <.001 | 3.21 (2.81-3.66) | <.001 | 1.43 (1.32-1.54) | <.001 | 2.31 (2.07-2.59) | <.001 | 1.62 (1.47-1.79) | <.001 | |||
| Number of goals completed | 1.23 (1.13-1.35) | <.001 | 1.68 (1.55-1.83) | <.001 | 2.42 (2.18-2.68) | <.001 | 1.37 (1.29-1.45) | <.001 | 1.96 (1.80-2.15) | <.001 | 1.44 (1.32-1.56) | <.001 | |||
| Weight management | 1.34 (1.22-1.47) | <.001 | 1.79 (1.64-1.95) | <.001 | 2.62 (2.35-2.93) | <.001 | 1.33 (1.42-1.23) | <.001 | 1.96 (1.78-2.15) | <.001 | 1.46 (1.34-1.60) | <.001 | |||
| Nutrition | 1.03 (0.85-1.24) | >.99 | 1.42 (1.20-1.69) | <.001 | 2.18 (1.78-2.68) | <.001 | 1.38 (1.23-1.55) | <.001 | 2.12 (1.8-2.49) | <.001 | 1.53 (1.33-1.77) | <.001 | |||
| Fitness | 1.22 (0.99-1.51) | .40 | 1.86 (1.54-2.25) | <.001 | 2.65 (2.11-3.33) | <.001 | 1.52 (1.31-1.77) | <.001 | 2.17 (1.78-2.64) | <.001 | 1.43 (1.20-1.69) | .001 | |||
| Within 30 days | 1.52 (1.31-1.76) | <.001 | 1.85 (1.62-2.11) | <.001 | 2.72 (2.24-3.30) | <.001 | 1.22 (1.09-1.36) | <.001 | 1.79 (1.49-2.15) | <.001 | 1.47 (1.24-1.75) | .001 | |||
| Within 60 days | 1.07 (0.92-1.23) | >.99 | 0.88 (0.77-1.01) | .07 | 0.74 (0.63-0.88) | <.001 | 0.83 (0.75-0.91) | <.001 | 0.70 (0.60-0.81) | <.001 | 0.84 (0.74-0.97) | .005 | |||
| Within 120 days | 1.19 (0.95-1.49) | .25 | 0.90 (0.72-1.11) | >.99 | 0.80 (0.61-1.06) | .21 | 0.75 (0.65-0.88) | <.001 | 0.67 (0.54-0.85) | <.001 | 0.89 (0.72-1.11) | >.99 | |||
aExponentiated coefficients (incident rate ratios) from unadjusted negative binomial regression. Comparisons were produced using the SAS GENMOD procedure specifying the negative binomial distribution and LSMEANS statement with DIFF, ADJUST, and EXP options.
bOdds ratio (OR) from unadjusted logistic regression.