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for healthcare providers to determine which adolescents
            need urgent care and which require monitoring or lighter   From Measurement to Meaningful Care
            interventions.
                                                                  AfriCAT is more than a testing tool; it is a bridge to effective
            AfriCAT, short for African Computerised Adaptive Test, was   mental health care. The platform supports measurement-
            developed specifically for African adolescents to address   based care, an approach where interventions are guided
            these gaps. A Computerised Adaptive Test (CAT) is a type   by systematic symptom monitoring rather than guesswork.
            of assessment that adapts in real time: it selects questions   Repeated assessments allow for early detection of
            based on a person’s previous answers, allowing for faster   worsening symptoms and ensure adolescents receive the
            and more precise measurement of symptoms. Unlike      appropriate level of support.
            traditional questionnaires that ask the same questions to
            everyone, CAT focuses on what is most relevant for each   The development process involved extensive participatory
            adolescent,  reducing the  time needed and minimising   design. Adolescents, caregivers, educators, healthcare
            fatigue or frustration.                               workers, and policymakers in South Africa and Kenya
                                                                  contributed through workshops, interviews, and focus
            Led by Dr Bianca Moffett at the SAMRC/Wits-Agincourt   group discussions.  Adolescents  with  lived experience  of
            Unit, and supported by the inaugural Mental Health Data   depression or anxiety were employed as co-researchers,
            Prize  Africa,  AfriCAT  applies  advanced  psychometric   providing insight into question phrasing, interface usability,
            modelling and data science to identify, triage, and monitor   and the overall assessment experience. This ensures the
            adolescent depression and anxiety. The project uses large-  tool resonates with the young people it aims to serve.
            scale population data from the Kenya National Adolescent
            Mental Health Survey, which provides one of the most   Data from AfriCAT can also support health system planning.
            comprehensive datasets on adolescent mental health in   Aggregated, anonymised results may help clinics identify
            Africa. Machine learning helps select the most informative   service gaps, inform stepped-care models, and prioritise
            questions, while stopping rules ensure accurate results with   resources where they are most needed. The tool follows
            minimal assessment length.                            an open science model, making algorithms, item banks,
                                                                  and code freely available to other African research teams,
            AfriCAT is designed for use by clinicians, lay counsellors,   promoting adaptation and expansion in different contexts.
            and other frontline workers. The tool is mobile-compatible   By combining science, technological innovation, and youth
            and web-based, featuring a youth-friendly interface design   participation,  AfriCAT  represents  an  African-led  solution
            and culturally contextualised language. It can rapidly   to a critical mental health challenge. It brings precision,
            estimate the severity of depression, anxiety, social anxiety,   efficiency,  and  relevance  to  adolescent  mental  health
            and suicidal ideation, and track symptoms over time,   assessment, making it easier for health systems to reach
            enabling healthcare providers to make informed, evidence-  those most in need and ultimately improving care outcomes
            based decisions.                                      across the continent.






            14    THE SOUTH AFRICAN MEDICAL RESEARCH COUNCIL
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