Apart from the profiles of the interviews and survey participants described below, the qualitative findings were grouped into two predefined themes—facilitators and barriers—and eight predefined subthemes—seven of which are based on health system building blocks—governance, human resources, financing, medicines, service delivery, infrastructure, and information—and the eighth added subtheme related to the population. Then, for the quantitative results, the independent variables are described, followed by those of the multivariate analysis.
Distribution of the stakeholders interviewed
A total of 31 KIs participated in the interviews in Kinshasa. Of these KIs, 7 were managers and staff from development partner organizations, including international NGOs; 5 were managers and staff from national NGOs; 5 were provincial mental health coordinators; three were decision makers from the Ministry of Public Health; 3 were health district managers; and 3 were community leaders, household heads, and patient-service users (Table 1).
Table 1
Stakeholders identified and interviewed in Kinshasa and Lubumbashi (n = 31)
Health system level | Stakeholders | Number (Participant code, P#) | Seniority |
National |
| Policymakers, Ministry of Public Health | 3 (P19, P22, P24) | 9–13 |
Managers and staff, Development partners | 7 (P16, P17, P20, P25, P26, P27, P28) | 5–8 |
National NGOs’ Managers and implementers | 5 (P5, P8, P18, P30, P31) | 4–13 |
Psychiatrist, University Psychiatric Hospital | 1 (P23) | 14 |
Provincial |
| Coordinators, National Mental Health Program | 5 (P13, P14, P15, P11, P21) | 6–22 |
Manager, Provincial Health Division | 1 (P7) | 12 |
Health district |
| Managers, Health District | 3 (P2, P4, P6) | 6–16 |
Health area |
| Healthcare providers, Primary care services | 2 (P1, P3) | 5–9 |
Community leaders, household heads, and patient service users | 3 (P9, P10, P12) | n. a. |
Other: University |
| Senior Lecturer, School of Public Health | 1 (P29) | 7 |
P#, participant code; NGO, nongovernmental organization; n. a., not applicable |
Socioprofessional characteristics of the survey participants
Out of 413 subjects in the sample, 253 (61.3%) participated in Kinshasa, and 160 (38.7%) participated in Lubumbashi. The majority of respondents (65.6%) were male, 44.3% of participants were between 48 and 57 years old, and 27.1% were between 58 and 67 years old. More than half of the participants (66.3%) had a bachelor’s degree, while 24.5% had an undergraduate degree. Nearly half (48.7%) worked in the public sector, and one in three (29.5%) worked in the private, for-profit sector. In terms of primary work experience, 55.2% of the participants worked in health care, and 25.7% of the 55% working in health care were in public health. In terms of seniority, the relative majority of participants (45%) were between 10 and 14 years, while 37% were between 5 and 9. Of the respondents, 29.8% were health managers, 28.1% were healthcare providers, 18.6% were policymakers, 10.4% were health system development partners, 7.5% were implementers, and 5.6% were service users.
Qualitative findings
When asked how stakeholders understood the integration of mental health services into primary care, we heard a variety of statements along the following lines: integrating an entire mental health system into the front line of health care; bringing people with mental disorders into the health center; making mental health accessible at the primary care level; or making care accessible throughout the primary care health system.
A few respondents understood integration in some way, as one stated:
Integrating mental health into the first line of care means adding the mental health care management package to the existing primary care package. (P3, healthcare provider, primary care service)
Others, however, see it differently. As one informant put it,
Mental health integration is the addition of a service that addresses mental pathologies to the first line of care. (P6, health officer, health district)
One of the interviewees stated that in all cases, accompanying measures and good coordination of activities are needed, all of which can be done with considerable financial resources to start an integration process.
Health system facilitators of integration
Governance. When asked about governance-related enablers, the KI mentioned the existence of a mental health service coverage plan to guide health district coverage, as well as political will and managerial commitment. He explained it as follows:
As coverage is very low at the national level, I think that the existence of a mental health services coverage plan drawn up by the PNSM, the will of decision-makers at all levels of the country, and the commitment of program managers are factors that can facilitate integration. (P19, policymaker, ministry of public health)
For one KI interviewee, the availability and accessibility of national guidelines on mental health integration, task sharing, and strong leadership are factors that make it easier for program managers to follow the process in the field. Her statement reads as follows:
Among the success factors, I would cite the availability and accessibility at all levels of clear guidelines on the integration of mental health, issued at the national level, which would facilitate the task of provincial coordination as well as the health zones involved in the integration process. Task sharing between the stakeholders involved and strong leadership from decision-makers and managers at all levels of the system is then conducted. (P15, coordinator, national mental health program)
Human resources. Human resources. One interviewee (P17, staff, development partners) noted that if PSPs become aware of their lack of knowledge in dealing with mental health issues and begin to express a desire to address this gap, mental health integration will be promoted. This finding supports the idea of organizing in-service training on mental health and managing mental health problems.
One of the healthcare providers interviewed said:
Collaboration between specialized hospital providers, health center teams, and family members will facilitate integration, especially if they collaborate around the mental patient’s care project. (P3, healthcare provider, primary care service)
For an interviewee, the presence of a mentor or coach who is a mental health professional is a factor that facilitates integration since this specialist will ensure the mentoring/coaching of PCPs in the care of people with mental health problems. He said:
The presence of a full-time mental health specialist in primary care settings is a crucial facilitator because it helps nonspecialists adapt to caring for the mentally ill. (P4, manager, health district)
Financing. When asked about health financing-related facilitators, one participant indicated that specific financial support from technical and financial partners or the state budget would enable the integration process to run smoothly. He said:
The existence of financial support from development partners and/or the opening of a separate budget line dedicated to the integration of mental health into the budget allocated to the Ministry of Public Health and financial incentives for healthcare providers to participate in patient care will facilitate successful integration. (P13, coordinator, national mental health program)
Medication. A respondent insisted on clarifying the supply circuit for psychotropic drugs to enable health structures that have integrated mental health to be served whenever needed. He said:
If we improve the supply circuit for essential generic medicines, this will be a facilitator, as it will enable a regular supply of psychotropic medicines to primary care facilities. (P3, healthcare provider, primary care service)
Service delivery. For this block, the KI explained that the fact that healthcare providers recognize mental health problems as a public health issue is an important facilitator of integration. He said:
As soon as healthcare providers agree that mental disorders are common and public health problems, they decide to address them and adopt positive attitudes toward the provision of mental health care. This is, in my opinion, a factor favoring integration. (P8, implementer, national NGO)
The other respondent stressed that once stakeholders agree on the benefits of offering mental health care to patients in primary care settings, this is a factor that promotes integration. From their statements, we noted the following:
Supporting the idea of providing mental health care within the health center and at the general referral hospital is a sign of successful integration on the part of healthcare providers. These patients will require the availability of management protocols to improve the quality of care. (P19, policymaker, ministry of public health)
Infrastructure. Regarding infrastructure-related facilitators, one KI stressed that for integration to be successful, there is a need for health infrastructures with a dedicated setting for consultation and mental health care. He put it as follows:
The existence of a workspace dedicated to the consultation, observation, and care of people with mental disorders. (P1, healthcare provider, primary care service)
Information. A participant indicated that, for integration to be successful, it is necessary to have i) a clearly defined list of indicators, ii) data collection tools available in health facilities, and iii) health facilities set up in DHIS2 (i.e., District Health Information System version 2). He stated:
It is important for the PNSM to work with the National Health Information System (SNIS) team to clearly define mental health indicators, develop data collection tools, and make them available and for health structures that have integrated mental health to be connected to the DHIS2. (P25, staff, development partners)
Health system barriers to integration
Governance. KI mentioned that the top-down approach, bureaucratization, lack of formalization of relations between managers and healthcare providers, centralized administration, and failure to comply with norms are governance-related barriers to the successful integration of mental health. He stated:
The top-down approach applied in the design of some integration programs and the bureaucratization of implementation management, as well as the lack of formalization of relationships between (mental) health managers and healthcare providers, are likely to make integration difficult. Similarly, centralization of service administration and noncompliance with standards are obstacles to the integration of mental health into the primary care system. (P24, policymaker, ministry of public health)
The lack of priority given to integrating mental health from central to peripheral levels and the consequent inability to allocate substantial resources to mental health were seen as barriers. One interviewee highlighted the following:
The fact that mental health care is not prioritized from the central level of the Ministry of Health down to the health districts is that programs to integrate mental health care are lacking. It is not enough to have an ambitious national mental health policy. Prioritizing integration also means making available substantial financial, material, and human resources. (P14, coordinator, national mental health program)
In the same vein, a participant highlighted the lack of clarity in the formulation of integration objectives, the lack of collaboration between different categories of providers, and poor team coordination as obstacles to the implementation of the integration strategy. He stated as follows:
The lack of clearly expressed mental health integration objectives will not allow the peripheral level (health districts) to implement integration activities. In addition, the limited collaboration between Western medical care services, traditional care structures, and churches providing spiritual support is proving to be a barrier to integration in our environment, where cultural and spiritual beliefs are deeply rooted in the population. In addition, inadequate coordination between PCPs such as general practitioners and mental health specialists will not allow the integration experience to be successful. (P3, healthcare provider, primary care service)
Human resources. Turning to workforce-related barriers, an informant highlighted the shortage of (mental) health professionals:
[...] The quantitative shortage of mental health specialists (psychiatrists, psychologists, mental health nurses, etc.) and the qualitative shortage of generalist providers (primary care physicians, nurse practitioners, etc.) are major obstacles to integrating mental health into primary care. (P11, coordinator, national mental health program)
For his part, an informant revealed a barrier related to sporadic visits to specialists designated to provide coaching to PCPs engaged in implementing integration. He stated as follows:
Irregular visits by the psychiatrist assigned to coach or mentor the primary care team can create major disruptions in the integration process. (P3, healthcare provider, primary care service)
Medicines and technologies. Barriers related to this building block were identified. In an interview, a KI indicated that the lack of medicines in primary care facilities would hamper the implementation of integration. From his statements, we retained the following:
The lack of appropriate psychotropic drugs to treat mental illness in healthcare facilities in health districts is an obstacle that prevents these structures from retaining the gains of integration. (P31, implementer, national NGO)
Another participant insisted on a lack of clear definition of the supply circuit for psychotropic drugs and on certain restrictions prohibiting nurses in health centers from prescribing neuroleptics. He explained:
If we have not clearly defined the supply circuit for psychotropic drugs, we will have problems with stock-outs and drug management. In addition, an irregular supply of mental health drugs, which are on the national essential drug list, and a restriction on the prescription of psychotropic drugs by nurses in health centers are obstacles because they will make things rather complicated in the field. (P3, healthcare provider, primary care service)
In addition, the lack of diagnostic tools was highlighted as an obstacle to supply. A KI put it this way:
Patient screening, treatment, and follow-up tools such as appointment books, if absent from healthcare facilities or if they are too long or poorly designed to be integrated into practice, will disrupt care activities. (P4, manager, health district)
Financing. Based on the KIs’ statements, financing-related barriers were explored. First, lack of funding was mentioned as a major barrier to implementing mental health integration. A KI interviewed said,
Despite our intellectual efforts to design clear guidelines for mental health integration into primary healthcare, the lack of funding for the mental health subsector poses significant challenges to the successful integration of mental health into primary healthcare in the country. (P22, policymaker, ministry of public health)
According to one respondent, the lack of alignment of technical and financial partners with the (local) health system development plan is one of the obstacles to mental health integration activities. He put it this way:
Yes, the fact that the financial partners who support the Ministry of Health are not aligned with the country’s health priorities in a context where the state budget is very insufficient is a major obstacle to the implementation of projects to integrate mental health into PHC. (P21, coordinator, national mental health program)
Service delivery. The verbatims extracted from the data show that barriers concern both members of the care team and service users. An informant mentioned that healthcare providers feel that they do not currently have the time needed for mental health care. He stated that
The perception that PCPs lack the time to provide mental health care and that they devote limited time to each patient is a barrier to successful integration when considering the complex needs of patients with psychiatric problems. (P2, manager, health district)
One participant noted that when healthcare providers think that treating mental illness is the prerogative of specialists, this may be a barrier to providing mental health care in primary care services. He stated:
To date, healthcare providers are convinced that the mentally ill should not be treated in health centers and that treating the mentally ill in primary care would put other patients at risk. (P13, coordinator, national mental health program)
An informant added an exclusionary barrier for some mental health workers, stating that
The exclusion from the care process of other caregivers who are not trained in the Western medical model, e.g., traditional healers and spiritual healers, while patients receive some nonmedical care is a barrier that is likely to affect the quality of provision. (P9, community leader, health area)
On the other hand, patients’ dependence on traditional therapy services may constitute an obstacle to the provision of services in health facilities that integrate mental health. The informants’ statements revealed the following:
Another obstacle to the provision of mental health services in facilities that have integrated the mental health component is that patients most often turn to traditional healers or religious healers rather than to modern health facilities. (P3, healthcare provider, primary care service)
Infrastructure. An interviewee indicated that a very limited number of infrastructural resources, particularly the physical space of health centers, is a barrier likely to disrupt the progress of integration activities. He stated it as follows:
The lack of examination, care, and accommodation space for patients in our health centers and general referral hospitals is an obstacle to integration because it makes it difficult to conduct such activities. In addition, the narrowness of health facilities affects the physical distance between agitated and calm patients. (P3, healthcare provider, primary care service)
Information. An informant highlighted the lack of parameterization of district health services (such as health centers and district hospitals) in DHIS2 as a major obstacle to sharing mental health information. In her statement, we noted the following:
Mental health data collection tools are currently lacking in some health facilities, and these facilities are not even configured for DHIS2. This is a barrier to integration because attending nurses and nurse supervisors cannot communicate information to the central level. (P6, manager, health district)
An interviewee explained that if people do not know that a new mental health care offer has been added to district health services, this would constitute a barrier. She stated that
The fact that people—both healthcare providers and the general public—are unaware of the availability of mental health care that has been integrated into health centers and general hospitals is a major obstacle […]. (P11, coordinator, national mental health program)
Facilitators and barriers to integration, describing which building blocks, stakeholders, and health system levels are involved
Table 2 summarizes the factors explored in the interviews that are likely to facilitate or hinder successful mental health integration, grouped by health system building block, stakeholder concerned, and health system level.
According to the respondents’ statements, in line with the facilitators, in terms of the governance building block, the existence of a mental health service plan, mental health task sharing, and strong leadership were more relevant to policymakers and managers at the central level of the system. In terms of human resources, awareness of the lack of knowledge, (prior) training in mental health, collaboration between specialized and nonspecialized healthcare providers, and the presence of a mentor or coach were more relevant to healthcare providers at the district level. In terms of health financing, dedicated financial support for integration from technical and financial partners and a separate budget line for integration were relevant to policymakers, managers, and implementers at the national, provincial, and local levels of the system. In terms of medicines, the permanent presence of medicines and a clear supply chain for psychotropic medicines were more relevant to managers, implementers, and healthcare providers at the provincial and local levels of the system. In terms of delivery, a positive attitude toward the delivery of mental health care was more relevant to healthcare providers at the provincial and local levels of the system.
However, according to the KIs, in line with the barriers, in terms of governance building blocks, the top-down approach to designing integration programs, the lack of separation of roles among actors, the lack of priority given to mental health integration, and poor time management involved more managers, implementers, healthcare providers, and service users, either at all levels of the system or at the provincial and local levels of the system. In terms of human resources, the shortage of (mental) health professionals concerned managers at both the provincial and local levels. In terms of health financing, there was a lack of sustainable funding to implement mental health integration, a lack of alignment of technical and financial partners with the (local) health system development plan, inadequate budgets, and inequitable budget allocation, which affected both managers and implementers at all levels of the system. In terms of medications, the lack of medications in primary care facilities was more relevant to healthcare providers and service users at the provincial and local levels of the system. In terms of service delivery, for instance, the belief that the treatment of mental illness is the prerogative of specialists, the belief that mental disorders are difficult to diagnose, and the exclusion of other caregivers (e.g., traditional healers) from the care process were more relevant to implementers and healthcare providers at the local level of the system.
Table 2
Facilitators and barriers to integration according to health system building blocks, stakeholders, and system levels
Facilitators | For whom? | At what HS level? | Barriers | For whom? | At what HS level? |
Governance | | | | | |
Existence of a mental health service coverage plan | Policymakers and managers | ⦿ | Top-down Approach to Integration Program Design | Managers and healthcare providers | ⨀⚈ |
Commitment of managers | Managers | ⦿ | Bureaucratization | Healthcare providers | ⚈ |
Guidelines for mental health integration | Managers | ⦿ | Lack of formalization of the relations between managers and providers | Healthcare providers | ⨀⚈ |
Mental health task sharing | Managers and healthcare providers | ⦿⚈ | Centralized administration | Healthcare providers | ⨀⚈ |
Strong leadership | Policymakers and managers | ⦿ | Failure to comply with norms | Policymakers and managers | ⨀⚈ |
| | | Lack of separation of responsibilities among actors | Managers, implementers, providers, and service users | ⦿⨀⚈ |
| | | Lack of support for health district managers | Managers | ⚈ |
| | | Lack of priority given to integrating mental health | Policymakers and managers | ⦿⨀⚈ |
| | | Poor time management | Policymakers and managers | ⦿⨀⚈ |
| | | Lack of clarity in developing integration goals | Managers and implementers | ⨀⚈ |
Human resources | | | | | |
Becoming aware of a lack of knowledge | Healthcare providers | ⚈ | Shortage of (mental) health professionals | Managers | ⨀⚈ |
(Prior) training in mental health | Healthcare providers | ⚈ | Sporadic visits by specialists selected to provide coaching to PCPs | Healthcare providers | ⚈ |
Collaboration between specialized and nonspecialized providers | Healthcare providers | ⚈ | Insufficient knowledge to diagnose mental health problems | Healthcare providers | ⚈ |
Presence of a mentor or coach | Healthcare providers | ⚈ | | | |
Financing | | | | | |
Dedicated financial support for integration from technical and financial partners | Managers and implementers | ⦿⨀⚈ | Lack of sustainable funding for implementing mental health integration | Managers and implementers | ⦿⨀⚈ |
Separate budget line dedicated to integration | Policymakers, managers, and implementers | ⦿⨀⚈ | Lack of alignment of technical and financial partners with the (local) health system development plan | Managers and implementers | ⦿⨀⚈ |
Financial motivation of providers | Healthcare providers | ⚈ | Low financial motivation of mental health specialists | Healthcare providers | ⚈ |
| | | Inadequate budgets and inequitable budget allocation | Managers and implementers | ⦿⨀⚈ |
Medicines and technology | | | | | |
Permanent presence of medication | Managers, implementers, and providers | ⨀⚈ | Lack of medicines in primary care facilities | Healthcare providers and service users | ⨀⚈ |
Clear supply circuit for psychotropic drugs | Managers, implementers, and healthcare providers | ⨀⚈ | Lack of a clear definition of the supply circuit for psychotropic drugs | Managers, implementers, and providers | ⨀⚈ |
Delegating the task of prescribing psychotropic drugs to PCPs | Healthcare providers | ⚈ | Restrictions prohibiting PCPs from prescribing neuroleptics | Healthcare providers | ⚈ |
| | | Absence of a means of transport | Service users | ⚈ |
| | | Lack of diagnostic tools | Healthcare providers | ⚈ |
Service delivery | | | | | |
Recognition of mental health problems as a public health issue | Implementers | ⨀⚈ | Feeling of not having enough time for mental health care | Implementers | ⚈ |
Agree on the benefits of offering patients mental health care | Implementers | ⨀⚈ | Thinking that mental illness treatment is the prerogative of specialists | Implementers and healthcare providers | ⚈ |
Positive attitudes toward the provision of mental health care | Implementers and providers | ⨀⚈ | Uncertain of his/her role as a mental health care provider | Implementers and healthcare providers | ⚈ |
Care protocols available | Healthcare providers | ⚈ | Thinking that mental disorders are difficult to diagnose | Implementers and healthcare providers | ⚈ |
| | | Exclusion from the care process of other caregivers (e.g., traditional healers) | Healthcare providers | ⚈ |
| | | Believe in the ineffectiveness of modern health care | Implementers and providers | ⚈ |
| | | Exclusive dependence on traditional therapy services | Healthcare providers | ⚈ |
Infrastructure | | | | | |
Dedicated location for consultation and mental health care | Healthcare providers | ⚈ | Lack of examination, care, and accommodation space for patients | Healthcare providers | ⚈ |
| | | Narrowness of space, leading to noncompliance with the physical distance rule | Healthcare providers | ⚈ |
Information | | | | | |
Clearly defined list of indicators | Managers | ⨀⚈ | Refusal to have information documented | Healthcare providers | ⚈ |
Health facilities set up in DHIS2 | Managers | ⨀⚈ | Lack of parameterization of primary care facilities in DHIS2 | Managers | ⦿⨀⚈ |
Data collection tools available in health facilities | Healthcare providers | ⚈ | Lack of knowledge about the new mental health care offer added to primary care facilities | Population | ⚈ |
HS, health system; ⦿ = central level; ⨀ = provincial level; ⚈ = local level; DHIS2: District Health Information System – version 2; PCPs: Primary care providers | |
Facilitators and barriers at the community level
Facilitators. One participant noted that community involvement in activities facilitates integration because it influences changes in attitudes toward stigmatization and other violations. He said:
Community involvement in integration activities and other social strata will facilitate the reduction of stigmatization, discrimination, and other forms of violence against the mentally ill, which will encourage them to seek treatment. (P10, community leader, health area)
According to one respondent, the fact that the community now recognizes that shackling people with mental health problems is a bad practice is a factor that facilitates integration. He stated:
The fact that some community members already recognize that handcuffing violent mentally ill people and/or putting them in solitary confinement is a violation of human rights and that it would be better to hand them over to a career for proper care is proving to be a success factor for integration. However, it is best to keep working hard to change the mentality of the entire community. (P12, household head, health area)
A community respondent mentioned that free mental health care would make it easier to sustain integration activities. His statements are reproduced below:
It is essential to make mental health care free, including medication; this will facilitate the success and maintenance of training. (P12, household head, health area)
Barriers. An informant stated that stigma within the community and fear of lack of confidentiality among healthcare providers are barriers to accessing health facilities that integrate mental health services. He said:
The main barriers at the population level are fear of stigma related to the mental illness they suffer from and the fact that confidentiality needs are not met when they go to the hospital. (P26, implementer, international NGO)
Therefore, the participant talked about awareness, saying:
A lack of mental health awareness means that the knowledge and information people have is wrong [...]. If people do not change their mental health by raising awareness, this will be an obstacle to the acceptability of mental health care and even to its use in the facilities that have integrated it. (P30, implementer, national NGO)
Quantitative findings
As shown in Table 3, the explanatory variables were described by estimating the frequencies of responses to ‘agree’ and ‘disagree’ that these factors could be facilitators or barriers to integration and then expressing them as percentages.
Factors that respondents agreed would facilitate integration included the following: extension of existing health care facilities (80.1%), expectation of free mental health care (74.6%), health managers’ commitment to integration (72.9%), sufficient number of nonspecialist healthcare providers (72.4), financial incentives for healthcare providers (71.2%), availability of specialists to mentor PCPs (53.5), task sharing among stakeholders (52.8), and existence of mental health indicators in the SNIS (50.6%). In contrast, factors that respondents felt would hinder integration included instability of health professionals (74.1%), complex programs to implement (70.2%), beliefs related to the efficacy of traditional medicine (67.8%), lack of reporting tools (67.1%), belief that out-of-pocket payments will be applied (66.6%), weakness of public health facilities (65.1%), narrowness of health centers and district hospitals (64.4%), lack of specialists to mentor PCPs (59.6%), lack of psychotropic medicines (51.1%), lack of funding for integration (56.2%), and private ownership of many health facilities (55.7%).
Table 3
Frequency with which participants agreed with health system factors likely to facilitate/impede integration (N = 413)
Facilitators by building blocks | n (%) | | Barriers by building blocks | n (%) |
Governance | | | | |
Health managers’ commitment to integration | 301(72.9) | | Lack of mental health priority | 113(27.4) |
Task sharing among stakeholders | 218(52.8) | | Complex programs to implement | 290(70.2) |
Presence of a mental health service coverage plan | 98(23.7) | | Lack of mental health referent | 96(23.2) |
Accessible integration guidelines | 112(27.1) | | Top-down Approach to Integration Program Design | 103(24.9) |
| | | Lack of clear national guidelines for integration | 107(25.9) |
Human resources | | | | |
Sufficient number of nonspecialist providers | 299(72.4) | | Lack of specialists to mentor PCPs | 246(59.6) |
Availability of specialists to coach PCPs | 221(53.5) | | Instability of health professionals | 306(74.1) |
Presence of multidisciplinary teams | 73(17.7) | | Fear of misdiagnosis | 54(13.1) |
| | | Sporadic visits by specialists to mentor PCPs | 62(15.0) |
Medicines and technologies | | | | |
Sustainable Drug Supply | 202(48.9) | | Lack of psychotropic medicines | 211(51.1) |
Simple treatment regimen | 197(47.7) | | Complex treatment regimens | 31(7.5) |
Dedicated mental health workstation | 154(37.3) | | Lack of mental health equipment | 64(15.5) |
| | | Lack of Diagnostic and Treatment Guidelines | 99(24.0) |
| | | Absence of a means of transport | 94(22.8) |
Service delivery | | | | |
Primary care services prepared for integration | 49(11.9) | | Weakness of public health facilities | 269(65.1) |
Positive attitudes toward the provision of mental health care | 42(10.2) | | Beliefs linked to the efficacy of traditional medicine | 280(67.8) |
| | | Inability to diagnose and treat | 65(15.7) |
| | | Exclusion of other caregivers from the care process | 55(13.3) |
Financing | | | | |
Existence of financial support from development partners | 218(52.8) | | Lack of funding for integration | 232(56.2) |
Expectations of free mental health care | 308(74.6) | | Belief that an out-of-pocket payment will be applied | 275(66.6) |
Financial incentives for healthcare providers | 294(71.2) | | Cost of recruiting new mental health specialists | 109(26.4) |
| | | Low financial motivation of specialists | 86(20.8) |
Information | | | | |
Existence of mental health indicators in the SNIS | 209(50.6) | | Lack of reporting tools | 277(67.1) |
Health services connected to DHIS2 | 71(17.2) | | Lack of a mental health connection to DHIS2 | 199(48.2) |
Clearly defined list of indicators | 49(11.9) | | | |
Infrastructure | | | | |
Extension of existing healthcare facilities | 331(80.1) | | Narrowness Health Centers and District Hospitals | 266(64.4) |
Building new psychiatric hospitals | 198(47.9) | | Private ownership of many health facilities | 230(55.7) |
| | | No dedicated mental health consultation room | 201(48.7) |
PCPs, primary care providers; SNIS, national health information system; DHIS2, district health information system – version 2 | |
From the multivariate analysis of facilitators, we found a total of nine factors that were at least 1 time more likely to facilitate integration when comparing the two groups that agreed or disagreed that integration was possible. In the governance block, these included health managers’ commitment to integration (aOR: 2.56, 95% CI: 2.37–2.85), task sharing among stakeholders (aOR: 3.48, 95% CI: 2.49–4.84), and national mental health integration guidelines (aOR: 1.62, 95% CI: 1.41–1.92). In terms of human resources, two factors were involved: sufficient nonspecialist healthcare providers (aOR: 1.41, 95% CI: 1.25–1.70) and the availability of specialists to mentor PCPs (aOR: 1.36, 95% CI: 1.22–1.58). In the block of medicines and technologies, there was a sustainable supply of psychotropic drugs (aOR: 2.15, 95% CI: 2.04–2.49). In the health financing block, there was financial support from development partners (aOR: 2.01, 95% CI: 1.21–4.05). Furthermore, for the information block, the existence of mental health indicators in the SNIS (aOR: 2.12, 95% CI: 2.07–2.22) was twice as likely to be a facilitator of integration, while for the infrastructure block, there was an extension of existing health infrastructures (aOR: 2.57, 95% CI: 1.11–5.93) (Table 4).
Table 4
Health system facilitators for the integration of mental health (n = 413)
Predictors by building blocks | n | Wald-χ2 | aOR | 95%CI |
| | | | Lower | Upper |
Governance | | | | | |
Health managers’ commitment to integration | 301 | 6.89** | 2.56 | 2.37 | 2.85 |
Task sharing among stakeholders | 218 | 19.01*** | 3.48 | 2.49 | 4.84 |
Mental health integration guidelines | 124 | 4.61* | 1.62 | 1.41 | 1.92 |
Human resources | | | | | |
Sufficient number of nonspecialist providers | 299 | 18.86*** | 1.41 | 1.25 | 1.70 |
Availability of specialists to mentor primary care providers | 221 | 5.05*** | 1.36 | 1.22 | 1.58 |
Medicines and technologies | | | | | |
Sustainable Drug Supply | 202 | 9.71** | 2.15 | 2.04 | 2.49 |
Financing | | | | | |
Existence of financial support from development partners | 218 | 3.91* | 2.01 | 1.21 | 4.05 |
Information | | | | | |
Existence of mental health indicators in the SNIS | 209 | 19.36*** | 2.12 | 2.07 | 2.22 |
Infrastructure | | | | | |
Extension of existing healthcare facilities | 331 | 8.71** | 2.57 | 1.11 | 5.93 |
Dependent variable: Integration of mental health (possible/not possible); aOR: adjusted odd ratio; SNIS, national health information system; CI, confidence interval; *: significant at p < 0.05; **: significant at p < 0.01; ***: significant at p < 0.001. | |
From the multivariate analysis of barriers, we identified 12 factors that were at least 1 time more likely to impede integration when comparing the two groups that agreed or disagreed that integration was possible. In the governance block, the following criteria were used: lack of clear guidelines for mental health integration (aOR: 12.03, 95% CI: 6.41–17.66), lack of mental health priority (aOR: 1.74, 95% CI: 1.22–1.96), and lack of mental health referent (aOR: 1.62, 95% CI: 1.41–1.92). In the human resources block, there was a lack of specialists (aOR: 8.04, 95% CI: 5.11–11.13) and instability of current care staff (aOR: 1.82, 95% CI: 1.62–1.98). In the medicines and technologies block, there was a lack of psychotropic medicines (aOR: 3.06, 95% CI: 2.71–4.05). In the service delivery block, these beliefs were linked to the efficacy of traditional medicine (aOR: 13.02, 95% CI: 7.62–18.42). In the health financing block, this involves the lack of funding for integration (aOR: 7.02, 95% CI: 4.41–10.23) and the belief that out-of-pocket payments will be applied (aOR: 1.80, 95% CI: 1.42–1.97). In terms of health information, there was a lack of reporting tools (aOR: 3.56, 95% CI: 1.71–5.95). Finally, in the infrastructure block, these included narrow health centers and district hospitals (aOR: 1.37, 95% CI: 1.09–1.58) and the private sector ownership of several health facilities (aOR: 2.15, 95% CI: 2.01–2.21) (Table 5).
Table 5
Health system barriers to the integration of mental health (N = 413)
Predictors by building blocks | n | Wald-χ2 | aOR | 95%CI | |
| | | | Lower | Upper | |
Governance | | | | | | |
Lack of clear guidelines for mental health integration | 107 | 129.20*** | 12.03 | 6.41 | 17.66 | |
Lack of mental health priority | 113 | 3.91* | 1.74 | 1.22 | 1.96 | |
Lack of mental health referent | 96 | 5.48* | 1.62 | 1.11 | 2.32 | |
Human resources | | | | | | |
Lack of specialists to mentor primary care providers | 246 | 601.38*** | 8.04 | 5.11 | 11.13 | |
Instability of the current care staff | 306 | 7.16** | 1.82 | 1.62 | 1.98 | |
Medicines and technologies | | | | | | |
Lack of psychotropic medicines | 211 | 40.10*** | 3.06 | 2.71 | 4.05 | |
Service delivery | | | | | | |
Beliefs linked to the efficacy of traditional medicine | 280 | 562.07*** | 13.02 | 7.62 | 18.42 | |
Financing | | | | | | |
Lack of funding for integration | 232 | 318.18*** | 7.02 | 4.41 | 10.23 | |
Belief that an out-of-pocket payment will be applied | 275 | 5.02* | 1.80 | 1.42 | 1.97 | |
Information | | | | | | |
Lack of reporting tools | 277 | 40.19*** | 3.56 | 1.71 | 5.95 | |
Infrastructure | | | | | | |
Narrowness Health Centers and District Hospitals | 266 | 5.48* | 1.37 | 1.09 | 1.58 | |
Private ownership of several health facilities | 230 | 13.91*** | 2.15 | 2.01 | 2.21 | |
Dependent variable: Integration of mental health (possible/not possible); aOR: adjusted odd ratio; CI, confidence interval; *: significant at p < 0.05; **: significant at p < 0.01; ***: significant at p < 0.001. |