Evidano is an AI-powered qualitative data analysis platform that helps teams convert interviews and field notes into reproducible themes, visualizations, and reports. Rapid Cycle Deliberate Practice (RCDP) is being used to reshape ECG monitoring judgment in CCU nurses, and this post unpacks the July 6, 2026 PLOS One phenomenological study (n=13, data Apr–Jul 2025) and maps a reproducible workflow to analyze RCDP interviews using Evidano. Read the original study at PLOS One and access the open files at OpenICPSR.
Key Takeaways
RCDP training produced perceived multidimensional shifts in clinical judgment among CCU nurses, affecting noticing, interpreting, responding, and reflecting. A PLOS One phenomenological study (published July 6, 2026; n=13; data Apr–Jul 2025) reported these changes after a three-phase RCDP ECG training.
- The study (PLOS One, DOI: 10.1371/journal.pone.0353168) collected interviews and field observation from April–July 2025 and analyzed themes via interpretive phenomenology.
- Participants (n=13 CCU nurses) reported shifts from fragmented parameter focus to holistic pattern recognition and from mechanical rule following to intuition–evidence integration.
- The study organized core themes into four Tanner model phases: noticing, interpreting, responding, and reflecting, and authors recommend longitudinal, multi-site mixed methods to strengthen claims.
- You can convert RCDP interview data into reproducible evidence using automated transcription, inductive coding, cross-segment comparisons, and visual reports to inform educators and leaders.
Fast take & source
This fast take summarizes the study and its primary sources: a phenomenological report linking RCDP pause–coach–resume pedagogy to perceived changes in clinical judgment among CCU nurses.
- Study published: July 6, 2026, in PLOS One (DOI: 10.1371/journal.pone.0353168).
- Why it matters: The study connects RCDP pedagogy to perceptual, cognitive, and identity shifts, which are important signals for educators, quality leads, and researchers designing competency assessments.
Findings snapshot
| Date / Metric | Value | Note |
|---|---|---|
| Study published | July 6, 2026 | PLOS One |
| Data collection | April–July 2025 | Interviews + field observation |
| Sample | 13 CCU nurses | Varied experience 3–20 yrs |
| Avg interview | ≈43 minutes | Verbatim audio recorded, transcribed |
| Core themes | 4 (noticing, interpreting, responding, reflecting) | Organized via Tanner’s model |
What the study did (plain English)
The study used interpretive phenomenology with semi-structured interviews framed by Tanner’s clinical judgment model to explore perceived changes after RCDP training.
- Design: Interpretive phenomenology (van Manen) with semi-structured interviews, analysis in NVivo, independent coders, and reflexive journaling.
- Intervention: Three-phase RCDP ECG training using stations, pause–coach–resume cycles, and escalating complexity.
- Outcome (qualitative): Participants reported shifts from parameter-focused monitoring to holistic pattern recognition, from mechanical rule following to integrating intuition with evidence, and from hesitant reactivity to proactive responses, plus changes in professional identity.
- Limitations: Single center, n=13, self-reported change, and authors recommend longitudinal and multi-site mixed methods to validate findings.
- Open data: Underlying files are available at OpenICPSR.
Implications for researchers & educators
For qualitative researchers
Qualitative researchers should use theory-driven interview guides while coding inductively first to avoid premature confirmation.
The study delayed applying Tanner’s framework until after theme stabilization, which is a useful guard against confirmatory coding.
Triangulate interview narratives with objective performance measures, such as pre/post interpretation tests and simulation scores, to strengthen claims about behavioral change.
For nurse educators & simulation leads
Nurse educators and simulation leads should consider embedding short, frequent RCDP sessions close to clinical workflows to accelerate perceptual shifts.
The pause–coach–resume pattern appeared to accelerate perceptual shifts, and teams should track competency metrics beyond knowledge tests.
Recommended metrics include time-to-recognition, decision initiation, and nurse-initiated escalation as quality improvement measures.
For policy & clinical leaders
Policy and clinical leaders should consider protecting training time and tying institutional competency standards to RCDP-backed curricula.
Investment in recurring simulation and educator roles helps sustain identity and behavior change, and leaders should collect longitudinal retention data before scaling widely.
The study authors call for multi-site and longitudinal work to validate and generalize the reported shifts.
Do more, faster with Evidano
Ingest & prep: transcripts to corpus
Evidano helps teams ingest interview audio, transcripts, and field notes, standardize corpora, and prepare data for coding.
Import audio and transcripts and run transcription with custom dictionaries (for example, ECG terms), apply PII redaction, and translate for multi-language teams to standardize the corpus prior to coding.
Thematic & frequency analysis at scale
Evidano enables automated thematic extraction followed by human-in-the-loop refinement, producing theme frequencies and co-occurrence networks.
Use Evidano to generate hierarchical code→subcode visualizations and to show which RCDP mechanisms (pause, coach, resume) co-occur with confidence-related language.
Cross-segment & timeline comparisons
Evidano supports cross-segment analysis to compare novice versus experienced nurses and pre/post session effects.
Apply cross-segment comparisons and timeline visualizations to track longitudinal retention and segment-specific effects as recommended by the study.
Secure research-grade provenance
Evidano stores all data encrypted and does not use customer data to train third-party models, supporting ethics-approved handling of clinical transcripts.
Maintain research-grade provenance and secure workspaces when working with clinical audio and interview data.
Checklist: run a qualitative analysis of RCDP (7 steps)
This checklist gives a week-to-deliverable run-book to reproduce the study workflow and produce stakeholder-ready outputs.
- 1) Collect: record interviews and field notes during RCDP sessions; document dates, participant role, and training station.
- 2) Transcribe: run transcription with custom ECG dictionaries and PII redaction to produce standardized transcripts.
- 3) Import to platform: map metadata (experience, station, pre/post) for cross-segmentation and analysis.
- 4) Initial auto-coding: extract candidate themes and review them to create a conservative codebook.
- 5) Human refinement: apply the codebook, reconcile disagreements, and lock node hierarchies, using visualizations to validate co-occurrence.
- 6) Triangulate: link themes to objective performance metrics (time-to-recognition, accuracy) and produce a one-page decision brief.
- 7) Share: generate visual reports (theme frequency, co-occurrence network, exemplar quotes) for educators and clinical leaders.
FAQ: qualitative analysis of RCDP
How do I avoid confirmatory bias when applying Tanner’s model?
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Code inductively first, then map emergent themes to Tanner’s phases to avoid confirmatory bias.
The PLOS One study delayed applying Tanner’s framework until after theme stabilization, which provides a model to follow.
Keep initial coding open and only introduce the theory after themes have emerged to reduce the risk of forcing data into preconceived categories.
Can I compare pre/post confidence quantitatively?
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Yes, combine coded sentiment and theme frequency with performance metrics to compare pre/post confidence quantitatively.
Use cross-segment frequency tables and simple statistical comparisons to link qualitative indicators to numeric measures of confidence and performance.
Evidano supports these cross-segment analyses and frequency reports to help teams combine qualitative and quantitative evidence.
Is it safe to upload clinical audio?
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You can upload clinical audio if you have ethics approval and consent, and if you apply PII redaction and secure storage.
Use PII redaction at transcription and store data in encrypted repositories; the study and workflow emphasize ethical handling of clinical transcripts.
Evidano does not use customer data to train external models and provides encrypted, research-grade workspaces for sensitive data.
Wrapping up & next move
The PLOS One phenomenological study (published July 6, 2026) maps how RCDP reshapes nurse judgment across perception, cognition, behavior, and identity.
- If you run RCDP training or evaluate simulation programs, convert your interviews into reproducible evidence using automated transcription, inductive thematic coding, cross-segment analysis, and visual reports to persuade educators and leaders.
- Ready to try this on your RCDP transcripts? Try Evidano for free.
Topics
- RCDP qualitative analysis
- rapid cycle deliberate practice
- clinical judgment nursing
- Tanner clinical judgment model
- simulation-based education
Keep reading
- Commentary on NewsFaster Insights: Qualitative Analysis of RCDP TrainingAI qualitative analysis workflow for RCDP training (n=13, Jul 6 2026 study): convert interviews into reproducible themes, segment comparisons, and stakeholder reports.
- Commentary on NewsQualitative analysis of RCDP: a practical playbookRapid qualitative analysis of RCDP interviews (n=13; avg 43 min; published Jul 6, 2026). Extract themes, quantify signals, and automate synthesis with Evidano.
- Commentary on NewsQualitative Analysis of RCDP for ECG JudgmentHow a July 6, 2026 PLOS One study (n=13) found RCDP shifts ECG judgment, and how AI-assisted qualitative analysis reproduces insights with a two-week workflow.