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KCE Reports 118 <strong>Pay</strong> <strong>for</strong> <strong>Quality</strong> 95<br />

Figure 10: Revision of the MIMIQ model<br />

<strong>Quality</strong><br />

Different (7) possible <strong>Quality</strong> dimensions: Effectiveness (S),Equity and access (W),Integration and<br />

coordination (W),Provider experience (W),Generic applications (W),Other domains (N)<br />

Structure, process, and/or outcome indicators: Structure (S),Process (S),Intermediate outcome (S),Long<br />

term outcome (W)<br />

Number of targets and indicators: Not too few (S)<br />

SMART targets: A lack of attention <strong>for</strong> relevant and timely, based on room <strong>for</strong> improvement within a dynamical<br />

aproach<br />

<strong>Quality</strong> measurement<br />

Data source and validity: No difference in clinical results (S), Other domains (N)<br />

Case-mix: A lack of distinction between study and program risk adjustment utilization<br />

Exception reporting (W)<br />

Unintended consequences: At present not identified (W)<br />

Communicating the program<br />

Communication to whom (providers, patients, ...):<br />

High importance of provider communication and<br />

awareness (S)<br />

Detail and terminology of the communication<br />

<strong>Quality</strong> of the communication<br />

Targeted or widespread communication: High<br />

importance of direct and intensive provider<br />

communication (S)<br />

<strong>Pay</strong>er characteristics<br />

Mission/Vision of the payer: Lack of reporting<br />

(N)<br />

Typology (Private/public/mixed): Scarce<br />

reporting of an absence of effect of these<br />

differences (W)<br />

Current use of clinical guidelines: lack of<br />

reporting (N)<br />

Variable patient contribution: Lack of reporting<br />

in USA (N). In other countries no variable patient<br />

contribution<br />

Other incentive programs running: Important<br />

influence of a dilution effect by other incentive<br />

programs when not aligned (W)<br />

Availability of in<strong>for</strong>mation systems: The<br />

different approaches do not translate into<br />

differences in clinical effect (S). Lack of reporting in<br />

the included studies of payer and provider work<br />

experience effects (N).<br />

Number of payers: see importance of dilution<br />

effects (W)<br />

Accuracy of in<strong>for</strong>mation system: Use of<br />

sufficient validity safeguards in most studies.<br />

Evidence of gaming by providers to a very limited<br />

degree (W).<br />

Implementing the program<br />

Involvement of providers in setting goals: Lacking and conflicting evidence, best<br />

use of theoretical guidance (C, N)<br />

Mandatory or voluntary participation: Conflicting evidence, best use of theoretical<br />

guidance (C), No evidence of selection bias in terms of per<strong>for</strong>mance history due to<br />

voluntary participation (W)<br />

Staged approach of implementation: Modelling and piloting can prevent<br />

unexpected budgetary effects (S)<br />

Stand alone P4Q program or embedded in a broader quality project: A<br />

bundled approach rein<strong>for</strong>ces the P4Q effects (S) and serves as a recognition of the full<br />

spectrum of non financial quality improvement initiatives<br />

&<br />

Provider characteristics<br />

Awareness, perception, familiarity, agreement, self-efficacy<br />

Other motivational drivers: Lack of reporting (N)<br />

Medical leadership, role of peers, role of industry: Lack of reporting (N)<br />

Existence/implementation of guidelines, room <strong>for</strong> improvement: Lack of reporting (N)<br />

Level of own control on changes: Lack of reporting (N), but in almost all studies (except smoking cessation studies)<br />

controllable measures were targeted. In addition most studies use intermediate instead of long term outcome targets.<br />

Target unit (individual, group/organisation, …) and size: Evidence of positive effects on the individual and/or team<br />

level (S), Conflicting evidence on the level of an organization (medical group, hospital) and on the level of leadership (C).<br />

In case of not-individual, size of unit (# providers): Conflicting evidence on solo vs. group practice per<strong>for</strong>mance (C),<br />

Positive relationship with the number of providers within a practice (W), No relationship with hospital size (W)<br />

Role of the meso level (principal or agent): Lack of reporting (N)<br />

Demographics (age, gender, specialty,…): Significant effect of provider age, gender, training background,<br />

geographical location, and having a second specialty (W), No significant effect of provider experience and rural vs. urban<br />

location (W)<br />

Organisational resources available and in<strong>for</strong>mation systems: Weak evidence on the influence on P4Q effects, as<br />

measured through hospital/medical group/IPA status, age of the group or organization, organization vs. individual<br />

ownership, and teaching status of an organization (W)<br />

Organisational system change and extra cost/time required: Lack of reporting (N)<br />

Number of patients and services per patient: Conflicting evidence (C)<br />

Room <strong>for</strong> improvement: Strong evidence on the influence on P4Q effects (S)<br />

Health care system characteristics<br />

Values of the system<br />

Type of system (e.g. insurance or NHS)<br />

Level of Competition<br />

Decentralisation of decision making and therapeutic freedom<br />

Dominant payment system (FFS, salary, capitation, ...)<br />

Incentives<br />

Incentive structure: Lack of evidence on diverse options, best use of theoretical guidance (N)<br />

Threshold value and/or improvement: In both a larger effect size <strong>for</strong> initially low per<strong>for</strong>mers (S)<br />

Weight of different quality targets: Weighting according to target specific workload and according to<br />

sets of target types (S), Conflicting evidence on composite or all or none measures (C)<br />

Size (net additional income achievable): Conflicting evidence, best use of theoretical guidance (C)<br />

Frequency: Conflicting evidence, best use of theoretical guidance (C)<br />

Relative or absolute (competitive or not): Conflicting evidence, best use of theoretical guidance (C)<br />

Stable and long enough: Lack of evidence due to current P4Q initiation phase (N)<br />

Simplicity and directness: No apparent negative effect of back office complexity, when combined with<br />

front office simplicity (S)<br />

Evaluation of the program<br />

Sustainability of change: Target per<strong>for</strong>mance does not<br />

regress while being incentivized (S), There is an upper limit on<br />

target specific quality improvement (S),Lack of evidence on post<br />

P4Q target per<strong>for</strong>mance (N)<br />

Validation of the program: Evaluation is confirmed in peer<br />

reviewed literature (S),Lack of evidence on the use of evaluation<br />

in programs with absent or elsewhere reporting (N)<br />

Review and revising the process: Too early stage and/or<br />

insufficient use of continuous iterative quality improvement<br />

cycles<br />

Financial impact and return on investment: see cost<br />

effectiveness results<br />

Patient characteristics<br />

Demographics, Co-morbidities:<br />

Closing per<strong>for</strong>mance gap with regard to<br />

patient age and unclear result with regard<br />

to gender, and ethnicity (W)<br />

Socio-economics, Insurance status:<br />

Unclear results with regard to socio<br />

economical deprivation level (W), Lack or<br />

reporting on the influence of insurance<br />

status (N)<br />

In<strong>for</strong>mation about price and/or<br />

quality: Conflicting evidence on the<br />

interaction of P4Q with public reporting (C)<br />

Patient behavioural patterns (cultural<br />

and consumer patterns, compliance):<br />

Lack of reporting (N)

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