| Literature DB >> 27444505 |
Mohammad Alyahya1, Heba H Hijazi2, Farid T Nusairat2.
Abstract
Appointment nonadherence is a health behavior that represents a burden to health care systems. On March 1, 2015, a new negative reinforcement intervention involving "service fees" for a visit without appointment was implemented at King Abdullah University Hospital in Jordan. To evaluate the effect of this intervention in improving patient adherence to medical appointment, a retrospective preintervention and postintervention analysis was used, including all patients (n = 65 535) who had scheduled appointments at 39 outpatient clinics. A repeated-measures analysis of variance was first performed. Then, a multivariate linear regression model was used to identify factors that might predict individuals who are likely to attend or miss their appointments and those who have a greater tendency to visit the hospital with or without appointments. Although the average percentage of appointments attended was more than missed preintervention and postintervention, the decrease in percentage of missed appointments was more pronounced postintervention. Also, the average percentage of visits without appointments was less than visits with appointments in both times, but the decrease in the percentage of visits without appointments was more prominent after. The regression analysis revealed that younger, married and male patients were more likely to miss their appointment before and after the intervention. Also, younger patients had a tendency to attend without appointments. Conversely, patients with the lower copayment rate had a tendency to adhere to appointment times. In conclusion, negative reinforcement interventions could improve patient appointment adherence rates. Accordingly, interventions designed that consider evidence and are theory-based are needed to change patient behavior.Entities:
Keywords: appointment adherence; hospital; negative reinforcement; no-show; patient behavior
Mesh:
Year: 2016 PMID: 27444505 PMCID: PMC5798732 DOI: 10.1177/0046958016660411
Source DB: PubMed Journal: Inquiry ISSN: 0046-9580 Impact factor: 1.730
General Comparison Before and After the Intervention.
| Before | After | |||
|---|---|---|---|---|
| Mean of % | SD | Mean of % | SD | |
| Attended appointments | 54.87 | 41.79 | 58.72 | 39.36 |
| Missed appointments | 45.12 | 41.79 | 41.27 | 39.36 |
| Visits with appointments | 69.38 | 38.07 | 81.21 | 34.03 |
| Visits without appointments | 30.61 | 38.07 | 18.78 | 34.03 |
Percentages of Patients’ Characteristics Who Attended Their Appointments and Had Visits With Appointments Before and After the Intervention.
| Characteristic: | 1 | 2 | ||||||
|---|---|---|---|---|---|---|---|---|
| Before | After | Before | After | |||||
| Mean of % | SD | Mean of % | SD | Mean of % | SD | Mean of % | SD | |
| Gender | ||||||||
| Female | 55.55 | 4.14 | 58.50 | 3.91 | 70.50 | 3.73 | 82.31 | 3.31 |
| Male | 53.95 | 4.22 | 56.61 | 3.97 | 67.84 | 3.89 | 79.66 | 3.52 |
| Marital status | ||||||||
| Married | 56.14 | 4.08 | 59.52 | 3.78 | 68.24 | 3.77 | 80.65 | 3.37 |
| Single | 53.10 | 4.30 | 54.73 | 4.03 | 71.12 | 3.85 | 82.22 | 3.44 |
| Exemption | ||||||||
| Yes | 53.24 | 4.16 | 57.93 | 3.93 | 66.75 | 3.90 | 76.59 | 3.74 |
| No | 55.08 | 4.18 | 56.07 | 3.94 | 69.72 | 3.79 | 81.82 | 3.35 |
| Copayment | ||||||||
| Group 1 (copayment = 0%) | 58.11 | 3.73 | 60.40 | 3.48 | 74.01 | 3.65 | 87.32 | 2.88 |
| Group 2 (copayment = 6.5%) | 55.29 | 4.19 | 58.61 | 3.99 | 58.01 | 3.67 | 78.86 | 3.34 |
| Group 3 (copayment = 20%) | 49.95 | 4.33 | 52.37 | 4.13 | 57.50 | 4.20 | 55.03 | 4.42 |
| Group 4 (copayment = 100%) | 53.48 | 4.46 | 50.46 | 4.13 | 75.16 | 3.76 | 80.46 | 3.49 |
Repeated-Measures ANOVA Within and Between Subjects for Shown Appointments.
| Within-subjects contrasts | |||||
|---|---|---|---|---|---|
| Source | Sum of squares |
| Mean square |
| Significance |
| Intervention | 78 781.755 | 1 | 78 781.755 | 62.936 | .000 |
| Intervention × Age | 22 576.220 | 1 | 22 576.220 | 18.035 | .000 |
| Intervention × Gender | 1060.922 | 1 | 1060.922 | 0.848 | .357 |
| Intervention × Marital Status | 957.667 | 1 | 957.667 | 0.765 | .382 |
| Intervention × Exemption | 340.389 | 1 | 340.389 | 0.272 | .602 |
| Intervention × Copayment | 18 933.597 | 3 | 6311.199 | 5.042 | .002 |
| Intervention × Gender × Marital Status | 1381.632 | 1 | 1381.632 | 1.104 | .293 |
| Intervention × Gender × Exemption | 113.157 | 1 | 113.157 | 0.090 | .764 |
| Intervention × Gender × Copayment | 3999.901 | 3 | 1333.300 | 1.065 | .362 |
| Intervention × Marital Status × Exemption | 1975.429 | 1 | 1975.429 | 1.578 | .209 |
| Intervention × Marital Status × Copayment | 228.858 | 3 | 76.286 | 0.061 | .980 |
| Intervention × Exemption × Copayment | 216.586 | 3 | 72.195 | 0.058 | .982 |
| Intervention × Gender × Marital Status × Exemption | 2471.314 | 1 | 2471.314 | 1.974 | .160 |
| Intervention × Gender × Marital Status × Copayment | 52.689 | 3 | 17.563 | 0.014 | .998 |
| Intervention × Gender × Exemption × Copayment | 1937.919 | 3 | 645.973 | 0.516 | .671 |
| Intervention × Marital Status × Exemption × Copayment | 1177.929 | 3 | 392.643 | 0.314 | .816 |
| Intervention × Gender × Marital Status × Exemption × Copayment | 1333.630 | 3 | 444.543 | 0.355 | .785 |
| Tests of between-subjects effects | |||||
| Source | Sum of squares |
| Mean square |
| Significance |
| Intercept | 13 781 447.711 | 1 | 13 781 447.711 | 8220.322 | .000 |
| Age | 9392.568 | 1 | 9392.568 | 5.602 | .018 |
| Gender | 20 335.015 | 1 | 20 335.015 | 12.129 | .000 |
| Marital status | 366.166 | 1 | 366.166 | 0.218 | .640 |
| Exemption | 4742.965 | 1 | 4742.965 | 2.829 | .093 |
| Copayment | 95 090.504 | 3 | 31 696.835 | 18.906 | .000 |
| Gender × Marital Status | 3904.447 | 1 | 3904.447 | 2.329 | .127 |
| Gender × Exemption | 47.545 | 1 | 47.545 | 0.028 | .866 |
| Gender × Copayment | 31 706.037 | 3 | 10 568.679 | 6.304 | .000 |
| Marital Status × Exemption | 3758.568 | 1 | 3758.568 | 2.242 | .134 |
| Marital Status × Copayment | 21 923.179 | 3 | 7307.726 | 4.359 | .004 |
| Exemption × Copayment | 6363.601 | 3 | 2121.200 | 1.265 | .284 |
| Gender × Marital Status × Exemption | 1060.573 | 1 | 1060.573 | 0.633 | .426 |
| Gender × Marital Status × Copayment | 6486.168 | 3 | 2162.056 | 1.290 | .276 |
| Gender × Exemption × Copayment | 7477.574 | 3 | 2492.525 | 1.487 | .216 |
| Marital Status × Exemption × Copayment | 2838.844 | 3 | 946.281 | 0.564 | .638 |
| Gender × Marital Status × Exemption × Copayment | 3700.033 | 3 | 1233.344 | 0.736 | .531 |
Note. ANOVA = analysis of variance.
Repeated-Measures ANOVA Within and Between Subjects for Visits With Appointments.
| Tests of within-subjects contrasts | |||||
|---|---|---|---|---|---|
| Source | Sum of squares |
| Mean square |
| Significance |
| Intervention | 140 297.388 | 1 | 140 297.388 | 171.362 | .000 |
| Intervention × Age | 2676.046 | 1 | 2676.046 | 3.269 | .071 |
| Intervention × Gender | 3110.976 | 1 | 3110.976 | 3.800 | .051 |
| Intervention × Marital Status | 402.770 | 1 | 402.770 | 0.492 | .483 |
| Intervention × Exemption | 593.961 | 1 | 593.961 | 0.725 | .394 |
| Intervention × Copayment | 171 628.091 | 3 | 57 209.364 | 69.877 | .000 |
| Intervention × Gender × Marital Status | 1085.078 | 1 | 1085.078 | 1.325 | .250 |
| Intervention × Gender × Exemption | 1503.341 | 1 | 1503.341 | 1.836 | .175 |
| Intervention × Gender × Copayment | 4546.986 | 3 | 1515.662 | 1.851 | .135 |
| Intervention × Marital Status × Exemption | 1174.211 | 1 | 1174.211 | 1.434 | .231 |
| Intervention × Marital Status × Copayment | 1555.539 | 3 | 518.513 | 0.633 | .593 |
| Intervention × Exemption × Copayment | 2020.905 | 3 | 673.635 | 0.823 | .481 |
| Intervention × Gender × Marital Status × Exemption | 204.896 | 1 | 204.896 | 0.250 | .617 |
| Intervention × Gender × Marital Status × Copayment | 333.233 | 3 | 111.078 | 0.136 | .939 |
| Intervention × Gender × Exemption × Copayment | 2240.589 | 3 | 746.863 | 0.912 | .434 |
| Intervention × Marital Status × Exemption × Copayment | 1988.503 | 3 | 662.834 | 0.810 | .488 |
| Intervention × Gender × Marital Status × Exemption × Copayment | 1507.626 | 3 | 502.542 | 0.614 | .606 |
| Tests of between-subjects effects | |||||
| Source | Sum of squares |
| Mean square |
| Significance |
| Intercept | 21 752 809.608 | 1 | 21 752 809.608 | 14 313.039 | .000 |
| Age | 646 723.813 | 1 | 646 723.813 | 425.535 | .000 |
| Gender | 23 997.730 | 1 | 23 997.730 | 15.790 | .000 |
| Marital status | 21 529.054 | 1 | 21 529.054 | 14.166 | .000 |
| Exemption | 82.637 | 1 | 82.637 | 0.054 | .816 |
| Copayment | 1 723 224.589 | 3 | 574 408.196 | 377.952 | .000 |
| Gender × Marital Status | 1525.399 | 1 | 1525.399 | 1.004 | .316 |
| Gender × Exemption | 14.953 | 1 | 14.953 | 0.010 | .921 |
| Gender × Copayment | 11 469.609 | 3 | 3823.203 | 2.516 | .056 |
| Marital Status × Exemption | 6.630 | 1 | 6.630 | 0.004 | .947 |
| Marital Status × Copayment | 21 191.658 | 3 | 7063.886 | 4.648 | .003 |
| Exemption × Copayment | 11 127.199 | 3 | 3709.066 | 2.441 | .062 |
| Gender × Marital Status × Exemption | 803.735 | 1 | 803.735 | 0.529 | .467 |
| Gender × Marital Status × Copayment | 2263.996 | 3 | 754.665 | 0.497 | .685 |
| Gender × Exemption × Copayment | 1148.201 | 3 | 382.734 | 0.252 | .860 |
| Marital Status × Exemption × Copayment | 10 343.410 | 3 | 3447.803 | 2.269 | .078 |
| Gender × Marital Status × Exemption × Copayment | 8310.197 | 3 | 2770.066 | 1.823 | .141 |
Note. ANOVA = analysis of variance.
Multiple Linear Regression Estimates for Predicting Probability of Shown Appointments and Probability of Visits With Appointments Before and After the Intervention.
| Factor | Probability of show-up in appointments | Probability of visits with appointments | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Before intervention | After intervention | Before intervention | After intervention | |||||||||
| Coefficient | 95% CI | Coefficient | 95% CI | Coefficient | 95% CI | Coefficient | 95% CI | |||||
| Lower | Upper | Lower | Upper | Lower | Upper | Lower | Upper | |||||
| Intercept | 60.230 | 56.669 | 63.792 | 44.681 | 41.081 | 48.281 | 81.285 | 73.927 | 88.643 | 88.906 | 82.411 | 95.400 |
| Gender = female | 4.397 | 0.639 | 8.155 | 4.980 | 1.182 | 8.779 | 6.449 | 2.173 | 10.725 | 1.018 | −2.756 | 4.792 |
| Marital = married | −3.634 | −7.471 | 0.203 | −2.519 | −6.397 | 1.360 | 3.985 | −0.330 | 8.300 | 7.905 | 4.096 | 11.714 |
| Exemption = no | 1.904 | 0.401 | 3.528 | 1.735 | 0.054 | 3.215 | −6.080 | −13.061 | 0.902 | −0.733 | −6.895 | 5.429 |
| Copayment = group 1 | 1.155 | −2.289 | 4.598 | 9.085 | 5.604 | 12.566 | −2.811 | −10.547 | 4.925 | 5.854 | −0.974 | 12.682 |
| Copayment = group 2 | −1.129 | −4.980 | 2.723 | 8.893 | 4.999 | 12.786 | −14.673 | −22.892 | −6.455 | 2.348 | −4.906 | 9.601 |
| Copayment = group 3 | −4.945 | −9.256 | −0.635 | 1.811 | −2.546 | 6.169 | −27.104 | −35.472 | −18.737 | −33.469 | −40.854 | −26.084 |
| Age | 2.019 | 0.051 | 4.014 | 2.180 | 0.047 | 4.112 | 1.258 | −0.291 | 1.924 | 2.300 | 0.329 | 3.870 |
| Gender = Female × Copayment = group 1 | −0.151 | −4.473 | 4.171 | −0.267 | −4.636 | 4.102 | −1.214 | −5.966 | 3.537 | 5.245 | 1.051 | 9.439 |
| Gender = Female × Copayment = group 2 | −6.597 | −11.612 | −1.583 | −2.439 | −7.508 | 2.630 | −4.012 | −9.322 | 1.297 | 2.067 | −2.619 | 6.754 |
| Gender = Female × Copayment = group 3 | −4.043 | −8.006 | −0.080 | −4.923 | −8.929 | −0.917 | −4.026 | −8.514 | .461 | 0.660 | −3.301 | 4.621 |
| Marital = Married × Copayment = group 1 | 5.183 | 0.835 | 9.531 | 1.882 | −2.514 | 6.277 | −1.130 | −5.889 | 3.628 | −8.832 | −13.032 | −4.632 |
| Marital = Married × Copayment = group 2 | 8.650 | 3.723 | 13.577 | 7.106 | 2.126 | 12.087 | 2.577 | −2.641 | 7.796 | −0.594 | −5.200 | 4.012 |
| Marital = Married × Copayment = group 3 | 4.296 | 0.367 | 8.225 | 3.796 | −0.176 | 7.768 | −1.299 | −5.740 | 3.141 | −3.739 | −7.659 | 0.180 |
| Exemption = No × Copayment = group 1 | 4.339 | −3.439 | 12.117 | −0.447 | −7.312 | 6.419 | ||||||
| Exemption = No × Copayment = group 2 | 8.096 | 0.232 | 15.960 | 3.480 | −3.461 | 10.421 | ||||||
| Exemption = No × Copayment = group 3 | 7.543 | 0.208 | 14.878 | 1.659 | −4.815 | 8.133 | ||||||
Note. CI = confidence interval.