Cut Analysis Time: qualitative analysis of recovery

Evidano is an AI-powered qualitative data analysis platform that can reproduce and accelerate the PLOS Thailand study workflow while preserving research ethics, and you can learn more at Evidano.

The PLOS study (published 20 July 2026) analysed 30 semi-structured interviews collected Apr–Sep 2025 in Chiang Mai and produced a Recovery Support Model with seven domains, finding family and community central to recovery and barriers including stigma, limited training, and alcohol misuse.

• The PLOS One paper reports 30 interviews plus two feedback workshops in Chiang Mai (Apr–Sep 2025): see PLOS One.
• Reproducible pipelines should include a glossary for Thai/Northern Thai terms, professional transcription with bilingual verification, and versioned codebooks.
• The study used reflexive thematic analysis and produced a Recovery Support Model with seven domains to inform training and service redesign.
• Use platforms that support encrypted storage, PII redaction, audit logs, and exportable codebooks to preserve ethics and reproducibility.

The PLOS study found recovery was framed first as clinical and functional improvement, then as personal recovery (hope, meaning, connectedness), with family and community as central enablers and barriers including stigma, limited training, and alcohol misuse.

• Original paper: PLOS One
• Why it matters: the paper provides a culturally grounded Recovery Support Model and concrete touchpoints for service redesign
• Soft note: this is research reporting (non-diagnostic), so ethical safeguards are necessary when reusing sensitive transcripts

The authors conducted 30 semi-structured interviews and two feedback workshops in Chiang Mai, audio-recording interviews in Thai and Northern Thai, transcribing and professionally translating them to English, then applying reflexive thematic analysis to generate themes and touchpoints.

• Multilingual pipeline: interviews in dialects, professional transcription, translation, and bilingual verification
• Analysis approach: inductive coding, iterative theme refinement with team review and participant feedback
• Practical outputs: touchpoints and a Recovery Support Model intended to inform training (REFOCUS-THAIREC) and service change

This checklist gives a 7-step workflow to reproduce the PLOS analysis using an AI-enabled qualitative platform.

• 1) Ingest audio/video and existing transcripts into Evidano; attach a study glossary for Thai and Northern Thai terms.
• 2) Auto-transcribe with PII redaction and review flagged segments manually.
• 3) Auto-translate and run bilingual verification using the translation glossary.
• 4) Generate an inductive code proposal, or optionally import CHIME/INSPIRE codebook for guided coding.
• 5) Refine codes, merge duplicates, and lock the codebook for reproducibility (versioned).
• 6) Run cross-segment frequency and co-occurrence analyses and extract illustrative quotes for each theme and touchpoint.
• 7) Export visual reports and a stakeholder brief for feedback workshops, iterate with participants, and re-run comparisons.

When handling mental health transcripts in research, preserve consent, anonymise data, and follow ethics approvals; the PLOS authors limited public data sharing for ethical reasons and you should mirror that caution.

• Evidano features PII redaction, role-based access, and audit trails to support ethical reuse.

To reproduce or scale the Thailand recovery study analysis, centralise your audio, transcripts, and translation glossaries into one secure workspace and run a small pilot to validate processes.

Recommended next move: upload a pilot of 5–10 interviews to validate translation dictionaries and run an initial inductive code pass, then iterate with participants in feedback workshops.

• Recommended next move: upload a small pilot (5–10 interviews) to validate translation dictionaries and run an initial inductive code pass.
• Stronger CTA: Book a walkthrough with Evidano to map your study design to a reproducible AI-enabled analysis pipeline.

Learn more or start a trial: Try Evidano for free.