Table · dataset · 2026
LUMANA Extended Data
Listed in ZivaHub and HKU DataHub and figshare and Loughborough Research Repository and UP Research Data Repository — shown once because both records carry DOI 10.6084/m9.figshare.33183916.v4
Description
<p dir="ltr">This repository contains the extended data for the LUMANA validation study, including the complete suite of data collection instruments, a completed SRQR checklist, a README file, and a comprehensive data dictionary.</p><p dir="ltr">The instruments are provided to enhance transparency, facilitate reproducibility, and support researchers, implementers, and developers working on culturally adapted artificial intelligence (AI) systems for mental health screening in fragile settings in interpreting and potentially reusing the study methods.</p><p dir="ltr">The instruments include: the participant consent and safeguarding form used to document informed consent and eligibility; the trust and acceptability reflection instrument used to capture participants' perceptions; the AI output safety assessment; the Hausa idioms of distress mapping instrument developed to assess recognition and interpretation of culturally specific expressions of psychological distress; and the human–AI workflow observation instrument used to evaluate how the AI system integrates into routine clinical decision-making processes.</p><p dir="ltr">The supplementary material includes a completed Standards for Reporting Qualitative Research (SRQR) checklist.
This 21-item checklist systematically maps the LUMANA manuscript against established qualitative reporting guidelines. It covers key domains including study design, researcher positioning and reflexivity, sampling and recruitment strategies, data collection and analysis procedures, ethical safeguards, trustworthiness strategies, and interpretation of findings. The checklist serves as a transparency tool for reviewers, editors, and readers to independently assess the methodological rigor and completeness of the qualitative evaluation.</p><p dir="ltr">Additionally, this deposit contains a README file providing contextual and navigational guidance for the repository contents and a data dictionary that defines all variables across the instruments, ensuring clear interpretation of the study's operational framework.</p><p><br></p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33183916.v4 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Artificial intelligence · Artificial intelligence · Artificial intelligence · Artificial intelligence · Artificial intelligence · Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Mental health services · Mental health services · Mental health services · Mental health services · Mental health services · Ocean & Atmospheric Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science
Provenance · 5 source records, 55 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/33183916 | 7 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/33183916 | 6 d ago | JSON v1 |
| figshare | oai:figshare.com:article/33183916 | 6 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33183916 | 5 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/33183916 | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:420313 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Mental health services'] |
| concepts[field].anzsrc:field:420313 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Mental health services'] |
| concepts[field].anzsrc:field:420313 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Mental health services'] |
| concepts[field].anzsrc:field:420313 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Mental health services'] |
| concepts[field].anzsrc:field:420313 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Mental health services'] |
| concepts[field].anzsrc:group:4602 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Artificial intelligence'] |
| concepts[field].anzsrc:group:4602 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Artificial intelligence'] |
| concepts[field].anzsrc:group:4602 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Artificial intelligence'] |
| concepts[field].anzsrc:group:4602 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Artificial intelligence'] |
| concepts[field].anzsrc:group:4602 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Artificial intelligence'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |