From Stories to Evidence: Qualitative Analysis of Health Interviews

According to the November 2, 2026 PLOS Neglected Tropical Diseases study, participatory storytelling was associated with a shift from shame and concealment toward self-acceptance, confidence, and openness among people affected by leprosy in Karachi, Pakistan. The study found that individual empowerment was stronger than broader community change, because misconceptions, gender norms, visible disability, and economic barriers continued to reinforce stigma.

• The study included 17 participants in total, with 16 taking part in photovoice and 14 completing in-depth interviews during data collection in June 2025.
• All participants reported greater confidence after the intervention, while the strongest reported changes involved reduced self-stigma and anticipated stigma.
• The 2024 storytelling pilot combined peer support, creative activities, health education, advocacy, and contact-based engagement through the Marie Adelaide Leprosy Centre in Karachi.
• The researchers found that peer solidarity and institutional recognition supported empowerment, but episodic contact did not produce consistent community-level change by June 2025.
• The study recommends sustained community contact, formal peer roles, inclusive outreach to women and people with visible impairments, and links to socioeconomic opportunities.

The November 2026 PLOS study examined how participatory storytelling influenced stigma and empowerment among people affected by leprosy in Pakistan. The research followed a 2024 to 2025 pilot at the Marie Adelaide Leprosy Centre in Karachi, where participants joined peer support groups, creative sessions, health education, advocacy activities, and public storytelling.

The researchers used two qualitative methods: in-depth interviews and photovoice. Sixteen participants created and discussed photographs, 14 participants completed interviews, and 13 participants took part in both activities. Interviews lasted 60 to 90 minutes and were conducted in person between June 2 and June 25, 2025, with live Urdu interpretation.

The researchers analyzed the material thematically using NVivo 14 and interpreted the findings through the Social Ecological Model. The analysis considered individual, interpersonal, community, institutional, and structural influences rather than treating stigma as an individual attitude alone.

The researchers reported that participants moved from shame and concealment toward self-acceptance, confidence, and openness. One participant described the emotional effect of disclosure by saying, "I have no fear, no shame, not feeling any guilt. I’m feeling like... I feel lighter and so relaxed."

The PLOS study also identified important limits. Community misconceptions remained, women faced restrictions related to household permission and mixed-gender settings, participants with visible impairments continued to experience discrimination, and travel costs and time pressures affected participation.

The November 2026 PLOS study suggests that qualitative health research should separate changes in self-stigma from changes in public stigma. Participants described stronger confidence, self-acceptance, communication skills, and peer belonging, but these individual and interpersonal gains did not consistently overcome community misconceptions or structural barriers.

For public health programme teams, the study supports a multi-level evaluation plan. Researchers should examine what changes for participants, how peer relationships influence those changes, whether institutions create credible roles for people with lived experience, and whether community contact is repeated and broad enough to shift social norms.

For qualitative analysts, the study demonstrates the value of combining interview transcripts with photovoice materials. The PLOS researchers used photographs, captions, group discussions, and interviews to compare personal accounts with participant-created visual metaphors. One participant summarized the shared experience as follows: "Every face is different, but the colour of blood is the same. The pictures are different, but the story is the same."

The study also highlights why demographic and contextual segmentation matters. The authors compared experiences across gender, visible disability, employment, household responsibilities, and social setting. A single overall theme such as empowerment would have concealed the different barriers faced by women, people with Grade 2 disability, and participants managing work or caregiving responsibilities.

Researchers should treat AI as an aid to organization, comparison, and retrieval rather than as a substitute for ethical judgment. The PLOS study used participant consent, anonymization, translation checks, reflexivity, and researcher review, and those safeguards remain necessary when AI is introduced into sensitive qualitative workflows.

The November 2026 PLOS study shows how qualitative analysis of health interviews can reveal both the personal value and structural limits of participatory storytelling. The study’s 17-person sample documented stronger self-acceptance and empowerment, while also showing why gender-responsive design, repeated community contact, disability inclusion, and socioeconomic support matter.

AI-enabled qualitative research can help teams manage multilingual interviews, visual and narrative materials, thematic coding, and cross-segment comparisons more consistently. Researchers should use AI to accelerate evidence organization and questioning, while preserving participant context, ethical safeguards, and human interpretation.

Teams analyzing interviews, open-ended surveys, or health programme documents can try Evidano for free and explore an AI-assisted workflow for qualitative research.