Summary of expert clarification and feedback inputs
| Expert role | Main purpose | Issues reviewed | Type of input provided | Use in analysis |
|---|---|---|---|---|
| QA officer | Clarify reporting language and compliance terminology | Ambiguous incident wording, documentation conventions | Confirmed how specific local reporting terms were used | Improved consistency of document interpretation |
| Safety manager | Validate whether patterns reflected routine or exceptional conditions | Occurrence narratives, SMS-related descriptions, reporting context | Clarified operational context and plausibility of interpretations | Helped distinguish recurring conditions from isolated events |
| Senior line supervisor | Assess practical plausibility of HFACS coding at task level | Borderline unsafe acts vs preconditions cases | Commented on likely task-level meaning of reported deviations | Supported refinement of tier placement |
| QA/SMS focal person | Adjudication support during coder disagreement | Borderline HFACS categories | Reviewed documentary evidence during reconciliation | Helped finalize coding decisions where needed |
| QA heads/SMS officers | Optional feedback on synthesized findings | HFACS placements, SWOT categorizations, technology-readiness interpretations | Confirmed whether synthesized interpretations were operationally plausible | Strengthened transparency of the analytic process |
| Expert role | Main purpose | Issues reviewed | Type of input provided | Use in analysis |
|---|---|---|---|---|
| Clarify reporting language and compliance terminology | Ambiguous incident wording, documentation conventions | Confirmed how specific local reporting terms were used | Improved consistency of document interpretation | |
| Safety manager | Validate whether patterns reflected routine or exceptional conditions | Occurrence narratives, SMS-related descriptions, reporting context | Clarified operational context and plausibility of interpretations | Helped distinguish recurring conditions from isolated events |
| Senior line supervisor | Assess practical plausibility of | Borderline unsafe acts vs preconditions cases | Commented on likely task-level meaning of reported deviations | Supported refinement of tier placement |
| QA/ | Adjudication support during coder disagreement | Borderline | Reviewed documentary evidence during reconciliation | Helped finalize coding decisions where needed |
| Optional feedback on synthesized findings | Confirmed whether synthesized interpretations were operationally plausible | Strengthened transparency of the analytic process |
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