Qualitative coding framework builder for interview data

# Qualitative Coding Framework: Physician Burnout and Coping **Topic:** Physician experiences of burnout and coping mechanisms during and after the COVID-19 pandemic **Data:** 24 semi-structured interviews (12 emergency medicine, 6 ICU, 6 primary care) **Approach:** Reflexive thematic analysis (Braun & Clarke, 2019) with elements of constructivist grounded theory --- ## 1. Hierarchical Codebook ### Theme 1: MORAL DISTRESS *Definition:* Experiences where physicians knew the ethically correct action but felt constrained from taking it. #### Sub-theme 1.1: Resource Allocation Anguish | Code | Definition | Inclusion | Exclusion | |------|-----------|-----------|-----------| | 1.1.1 Triage guilt | Emotional burden of deciding which patients receive scarce resources | References to ventilator allocation, bed prioritization, rationing decisions | General stress about workload without ethical dimension | | 1.1.2 Perceived futility | Feeling that treatment was pointless but continuing due to protocol | "We kept coding patients we knew wouldn't survive" | Legitimate medical uncertainty about prognosis | | 1.1.3 Family exclusion distress | Distress from enforcing visitor restrictions | "The hardest part was telling families they couldn't be there when their loved one died" | Administrative frustration with visitor policies without emotional component | **Example quote (1.1.1):** *"I had three patients who all needed the last ventilator. I chose based on the protocol, but I still think about the two I didn't choose. That's not a decision a human should have to make at 3 AM."* **Non-example:** *"We were really busy that night and I had too many patients."* (This is workload stress, not moral distress — code under Theme 2.) #### Sub-theme 1.2: Institutional Betrayal | Code | Definition | Inclusion | Exclusion | |------|-----------|-----------|-----------| | 1.2.1 PPE inadequacy anger | Anger or resentment toward institutions for insufficient protective equipment | References to reusing masks, improvising protection, feeling unsafe | Neutral mentions of PPE protocols without emotional valence | | 1.2.2 Policy dissonance | Perception that institutional policies contradicted clinical reality | "Administration kept saying we were fine while we were drowning" | Disagreement with specific clinical guidelines based on evidence | | 1.2.3 Expendability perception | Feeling treated as replaceable by the healthcare system | "We were called heroes but treated like disposable supplies" | General job dissatisfaction unrelated to pandemic context | ### Theme 2: CHRONIC DEPLETION *Definition:* Progressive exhaustion of emotional, physical, and cognitive resources over time. #### Sub-theme 2.1: Emotional Exhaustion | Code | Definition | Inclusion | Exclusion | |------|-----------|-----------|-----------| | 2.1.1 Compassion erosion | Diminished capacity for empathy toward patients over time | "I stopped feeling anything when patients died. I just... moved on to the next one" | Appropriate emotional regulation or clinical detachment as a skill | | 2.1.2 Numbness/depersonalization | Emotional flattening or disconnection from self | Descriptions of going through motions, feeling robotic, dissociation | Intentional mindfulness or present-moment focus | | 2.1.3 Anticipatory dread | Anxiety about upcoming shifts before they begin | "Sunday nights I would get a pit in my stomach thinking about Monday" | Normal pre-shift preparation or planning | #### Sub-theme 2.2: Cognitive Depletion | Code | Definition | Inclusion | Exclusion | |------|-----------|-----------|-----------| | 2.2.1 Decision fatigue | Perceived decline in decision-making quality due to volume/intensity | "By hour 14, I wasn't making good choices anymore and I knew it" | Learning curves or lack of experience | | 2.2.2 Hypervigilance spillover | Inability to stop scanning for threats outside of work | "I was assessing everyone in the grocery store for COVID symptoms" | Reasonable public health awareness | #### Sub-theme 2.3: Physical Manifestation | Code | Definition | Inclusion | Exclusion | |------|-----------|-----------|-----------| | 2.3.1 Somatic symptoms | Physical health problems attributed to work stress | Insomnia, headaches, GI issues, weight changes linked to work | Pre-existing conditions unrelated to burnout | | 2.3.2 Substance use escalation | Increased alcohol/substance use as a coping response | "I went from a glass of wine to a bottle most nights" | Stable, moderate consumption without change | ### Theme 3: COPING MECHANISMS *Definition:* Strategies — adaptive and maladaptive — used to manage burnout and distress. #### Sub-theme 3.1: Adaptive Coping | Code | Definition | Inclusion | Exclusion | |------|-----------|-----------|-----------| | 3.1.1 Peer bonding/dark humor | Finding relief through shared experience with colleagues | "We laughed about the most horrible things, and it kept us sane" | Professional consultation about cases without emotional coping function | | 3.1.2 Meaning-making | Reframing experiences to find purpose or growth | "It made me a better doctor. I know what I can survive now" | Toxic positivity imposed by others ("at least you had a job") | | 3.1.3 Boundary setting | Actively creating separation between work and personal life | "I started changing clothes in the garage and showering before I touched my kids" | Avoidance of all work-related thinking (code under 3.2) | | 3.1.4 Professional help-seeking | Engaging with therapy, counseling, or peer support programs | Any mention of seeking mental health support | Informal venting without intentional therapeutic goal | #### Sub-theme 3.2: Maladaptive Coping | Code | Definition | Inclusion | Exclusion | |------|-----------|-----------|-----------| | 3.2.1 Avoidance/withdrawal | Retreating from relationships, responsibilities, or emotions | "I stopped returning calls from friends. I just couldn't" | Healthy alone time or introversion | | 3.2.2 Workaholism | Using more work to avoid processing burnout | "I picked up extra shifts because at least at work I knew what to do" | Genuine financial need for overtime | | 3.2.3 Cynicism as defense | Adopting a hostile or dismissive attitude toward work, patients, or the system | "I started saying 'they're all going to die anyway' and meaning it" | Realistic assessment of poor prognosis | ### Theme 4: RECOVERY AND TRANSFORMATION *Definition:* Processes of healing, career reassessment, and identity reconstruction post-crisis. #### Sub-theme 4.1: Career Reassessment | Code | Definition | |------|-----------| | 4.1.1 Exit ideation | Thoughts of leaving medicine | | 4.1.2 Specialty migration | Shifting to less acute specialties or roles | | 4.1.3 Renewed commitment | Deepened dedication to medicine after processing trauma | #### Sub-theme 4.2: Identity Reconstruction | Code | Definition | |------|-----------| | 4.2.1 Post-traumatic growth | Positive psychological change resulting from struggle | | 4.2.2 Values clarification | Sharpened understanding of personal and professional values | | 4.2.3 Activist identity | Channeling burnout into advocacy for systemic change | --- ## 2. Recommended Coding Process ### First Cycle: Open/Initial Coding - Read all 24 transcripts without coding (familiarization) - Code transcript-by-transcript using descriptive and in vivo codes - Code everything that relates to burnout, coping, or professional identity — over-code rather than under-code - Use gerunds (e.g., "struggling with guilt" not "guilt") to capture processes - Write memos after each transcript: What surprised you? What patterns are emerging? What contradicts your expectations? ### Second Cycle: Focused/Axial Coding - Consolidate first-cycle codes into the framework above - Look for: relationships between codes, conditions that trigger codes, consequences of coded experiences - Compare across participant groups (EM vs. ICU vs. primary care) - Identify deviant cases — participants whose experience contradicts emerging patterns ### Theoretical Coding - Develop a conceptual model linking themes - Hypothesized relationship: Moral Distress → Chronic Depletion → Coping Mechanism selection → Recovery trajectory - Test whether this sequence holds across participants or whether alternative pathways exist --- ## 3. Inter-Rater Reliability Protocol 1. **Training session** (2 hours): Review codebook together, discuss edge cases, code 2 practice transcripts collaboratively 2. **Independent coding round 1:** Both coders code the same 3 transcripts (12.5% of data) independently 3. **Calculate Cohen's kappa:** Target κ ≥ 0.80 for each theme 4. **Reconciliation meeting:** Discuss all disagreements, refine code definitions 5. **Independent coding round 2:** 3 new transcripts. If κ ≥ 0.80, divide remaining transcripts. If not, repeat training. 6. **Ongoing calibration:** Meet after every 5 transcripts to discuss emerging codes and prevent drift --- ## 4. Reflexivity Management - **Bracketing journal:** Before coding begins, write a 1-page statement of your preconceptions about physician burnout. Revisit monthly. - **Peer debriefing:** Schedule biweekly sessions with a colleague outside the study to challenge your interpretations. - **Negative case analysis:** Actively seek participants who do not fit your emerging framework. If 22 of 24 participants describe moral distress, spend extra time understanding the 2 who do not. - **Audit trail:** Document every coding decision, merge, split, and revision. This is both a validity measure and a transparency practice. - **Positionality statement:** If you are a physician yourself, your insider knowledge is a strength (you understand the context) and a risk (you may project your experience onto participants). Name this explicitly in your methods section.