Six Themes: Qualitative UTI Research with AI

According to the PLoS ONE study, antibiotic-sparing UTI care is shaped by more than the GP’s prescribing decision: patient expectations, trust, workload, practice staff, and pharmacy communication all influence the broader care pathway.

The study demonstrates why qualitative UTI research benefits from systematic thematic analysis, because recurring themes can connect individual interview accounts with organizational and interprofessional patterns.

• Between June 10 and July 17, 2025, the PLoS ONE researchers interviewed 15 general practitioners in Switzerland.
• The PLoS ONE researchers reported six themes covering prescribing thresholds, patient relationships, practical constraints, practice staff, professional autonomy, and pharmacy-based care.
• The PLoS ONE study reported a mean interview length of 44 minutes, with interviews ranging from 32 to 54 minutes.
• The participating GPs had a mean age of 46.6 years, 53.3% were female, and their general-practice experience ranged from 5 to 25 years, according to the PLoS ONE study.
• The PLoS ONE researchers concluded that clearer roles, appropriate training, and feasible communication structures may support more coordinated antibiotic-sparing care.

The PLoS ONE researchers used virtual semi-structured interviews with GPs who regularly manage uncomplicated UTIs in women, then transcribed the interviews verbatim and analyzed them thematically.

The PLoS ONE analysis combined deductive and inductive coding: the interview domains supplied an initial structure, while additional codes emerged from the interview material. The researchers refined the coding framework through team discussion and reviewed the coding across the complete dataset.

The PLoS ONE researchers stopped recruitment after 15 interviews because later interviews produced no substantively new content relevant to the research questions. The study followed the COREQ reporting standard, and the authors stated that full transcripts could not be publicly released because detailed qualitative data could permit participant identification.

The study’s results show why healthcare teams need an auditable path from transcript evidence to codes and themes. As GP10 told the researchers, “aspiration and reality are very far apart” when antibiotic-sparing intentions meet routine practice.

The six themes indicate that antibiotic-sparing UTI management is a negotiated, context-dependent process rather than a simple prescribing choice, according to the PLoS ONE researchers.

The first three themes show that clinical thresholds interact with patient expectations and practical constraints. GPs described greater willingness to use conservative approaches when they trusted patients to return, while workload, weekends, holidays, travel, and persistent symptoms could change how safety-netting or backup prescriptions were handled.

The fourth and fifth themes show that practice staff already influence triage, testing, counselling, and care pathways, but GPs differed on how much autonomy staff should have. GP15 told the researchers, “If I am responsible, then I would prefer them to consult me, ” illustrating the link between delegated tasks and professional accountability.

The sixth theme shows that GPs often had incomplete visibility into pharmacy-based care. The PLoS ONE researchers reported that local relationships and information exchange influenced whether GPs viewed pharmacies as coordinated partners or as partially separate care pathways.

For health services researchers, the practical implication is that interview analysis should compare themes across roles and settings rather than treating the GP consultation as an isolated event. Cross-segment analysis can distinguish what is shared across participants from what varies by workload, experience, practice model, or relationship with pharmacies.

The November 11, 2026 PLoS ONE study shows that qualitative UTI research can expose the clinical, relational, organizational, and interprofessional factors behind antibiotic-sparing decisions.

The study’s 15 interviews and six themes also demonstrate the value of a structured workflow that preserves transcript evidence while making cross-participant patterns easier to inspect.

AI-assisted qualitative analysis can help healthcare researchers move faster from interviews to defensible insights, provided researchers maintain human review, methodological transparency, and appropriate data governance.

To analyze healthcare interviews, documents, and survey responses in one research workspace, try Evidano for free.