| Literature DB >> 28776113 |
Timo R Lambregts1, René C J A van Vliet2.
Abstract
Empirical evidence suggests that people are fairly sensitive to cost sharing arrangements in ambulatory mental healthcare. However, pure cost sharing effects are typically hard to measure due to the presence of adverse selection effects. In this paper, we examine the impact of cost sharing on mental healthcare utilization in the context of mandatory health insurance where adverse selection is absent. Using a large proprietary dataset of a Dutch private health insurer, we examine to what extent a new copayment scheme for adult mental healthcare changed healthcare utilization. We exploit the fact that non-adults are exempted from copayments. First, we compare changes in utilization among adults and non-adults using t tests and a difference-in-difference analysis. Second, we highlight differential changes in mental healthcare utilization by treatment (duration and type of mental illness) and individual characteristics (gender and socioeconomic status). Third, we evaluate to what extent anticipatory behavior occurred pending the introduction and subsequent repeal of the new copayment scheme. Our results show a strong and significant (p < 0.01) decrease in outpatient secondary mental healthcare utilization among adults following the introduction of copayments, which is absent among non-adults. This decrease is concentrated among treatments for less severe mental illnesses. Furthermore, the utilization patterns suggest the presence of anticipatory behavior.Entities:
Keywords: Copayments; Cost sharing; Health insurance; Healthcare utilization; Mental healthcare; Natural experiment
Mesh:
Year: 2017 PMID: 28776113 PMCID: PMC6008355 DOI: 10.1007/s10198-017-0921-7
Source DB: PubMed Journal: Eur J Health Econ ISSN: 1618-7598
Cost sharing for adult mental healthcare between 2011 and 2013
| Cost sharing | 2011 | 2012 | 2013 |
|---|---|---|---|
| Primary mental healthcare copayments | €10a | €20b | €20b |
| Secondary mental healthcare copayments | €0 | €100/€200c | €0 |
aWith a maximum of 8 sessions covered annually
bWith a maximum of 5 sessions covered annually
c€100 per 100 min of treatment capped at €200 annually
Overview of the distribution of the sample over population SES quintiles
| SES quintiles (%) | SES range | Percentage of total sample (%) |
|---|---|---|
| 0–20 | −5.93 to −0.48 | 29.3 |
| 20–40 | −0.49 to 0.11 | 23.7 |
| 40–60 | 0.12 to 0.52 | 13.1 |
| 60–80 | 0.53 to 0.97 | 14.5 |
| 80–100 | 0.98 to 2.93 | 19.4 |
Fig. 2Use of copayment-related search terms in Google and matching events between April 2011 and June 2013. Data for search term utilization has been retrieved from Google Trends [23]
Paired t tests for monthly initial mental healthcare treatments between consecutive years
| Years by type of care | Adults | Non-adults | |||||
|---|---|---|---|---|---|---|---|
| Mean dif. |
|
| Mean dif. |
|
| ||
| Primary care | 2011–2012 | −0.85 | −0.95 | 0.36 | 0.11 | 0.48 | 0.64 |
| 2012–2013 | −1.06 | −1.50 | 0.15 | −0.21 | −0.76 | 0.45 | |
| Secondary care | 2011–2012 | −11.72 | −9.65 | 0.00** | 0.26 | 0.60 | 0.56 |
| 2012–2013 | 1.44 | 1.47 | 0.14 | −0.24 | −0.49 | 0.63 | |
* p < 0.05, ** p < 0.01
Standardized coefficients for average number of monthly initial secondary mental healthcare treatments after OLS regression
| Independent variable | 2011–2012 | 2012–2013 | ||
|---|---|---|---|---|
|
|
|
|
| |
| Adulthood ( | 1.16 | 0.00** | 0.98 | 0.00** |
| Time ( | 0.00 | 0.99 | −0.08 | 0.86 |
|
| −0.36 | 0.00** | 0.01 | 0.92 |
*p < 0.05, ** p < 0.01
Paired t tests for monthly initial secondary mental healthcare treatments by diagnosis code between 2011 and 2012
| Diagnosis code | Mean dif. |
|
|
|---|---|---|---|
| Unknown diagnoses | −8.79 | −17.88 | 0.00** |
| Other disorders in childhood | 0.02 | 1.50 | 0.13 |
| Pervasive developmental disorders | −0.13 | −1.28 | 0.22 |
| Attention deficit disorders and behavioral disorders | −0.14 | −1.63 | 0.12 |
| Group rest diagnoses | −1.56 | −15.21 | 0.00** |
| Adjustment disorders | −1.97 | −6.28 | 0.00**a |
| Other conditions that may be a cause for concern | −1.39 | −7.18 | 0.00** |
| Delirium, dementia and amnestic and other cognitive disorders | −0.05 | −0.83 | 0.42 |
| Alcohol-related disorders | −0.31 | −4.94 | 0.00** |
| Other disorders related to an agent | −0.10 | −1.19 | 0.24 |
| Schizophrenia and other psychotic disorders | −0.10 | −0.99 | 0.33 |
| Depressive disorders | 0.81 | 1.63 | 0.12 |
| Bipolar and other mood disorders | 0.05 | 0.90 | 0.38 |
| Anxiety disorders | 1.09 | 1.35 | 0.19 |
| Personality disorders | 0.26 | 0.86 | 0.40 |
* p < 0.05, ** p < 0.01
aA Levene’s test found heteroscedasticity of variation
Paired t tests of monthly initial secondary mental healthcare treatments by duration
| Treatment duration (min) | 2011–2012 | 2012–2013 | ||||
|---|---|---|---|---|---|---|
| Mean dif. |
|
| Mean dif. |
|
| |
| 0–250 | −4.08 | −16.60 | 0.00** | 0.75 | 3.47 | 0.00** |
| 250–1800 | −10.62 | −9.84 | 0.00** | 0.08 | 0.07 | 0.95 |
| 1800–6000 | 0.20 | 0.53 | 0.50 | 0.76 | 1.94 | 0.07 |
| ≥6000 | 0.04 | 0.70 | 0.49 | 0.18 | 2.29 | 0.03* |
* p < 0.05, ** p < 0.01
Fig. 1Monthly initial secondary mental healthcare treatments (per 10,000 insured)
Standardized coefficients for average number of monthly initial secondary mental healthcare treatments after OLS regression
| Independent variable | 2011–2012 | 2012–2013 | ||
|---|---|---|---|---|
|
|
|
|
| |
| Gender ( | 0.92 | 0.00** | 0.63 | 0.00** |
| Time ( | −0.37 | 0.00** | −0.21 | 0.84 |
|
| −0.40 | 0.00** | 0.20 | 0.84 |
* p < 0.05, ** p < 0.01