STR wildfire-smoke updates: a message-trigger evidence review

Methodology

1. Scope and preregistration: Review one occupied or imminent stay affected by an official fire notice, smoke report, air-quality advisory, road condition, or property observation. Freeze the property-local observation window, inclusion rules, cutoff, and codebook before reading outcomes. Include only traceable cases tied to a property and operational consequence. Exclude drills, demonstrations, duplicate notifications, unattributed recollections, and test-device events. This is a retrospective descriptive review, not an experiment, inspection, legal analysis, clinical assessment, or claim about STRVirtualAssistant performance. The research question is: How can a short-term-rental team keep wildfire, smoke, air-quality, and property-status statements distinct during a fast-changing event?
2. Evidence model: Capture property location, stay window, publisher, notice type, issue and retrieval time, geographic scope, expiry, AirNow label, guest report, onsite observation, power and access state, evacuation authority, route source, sent message, correction, acknowledgement, and next review. Preserve originals in approved systems and store controlled references in the study table. For each value, record source role, original time and timezone, retrieval time, correction history, and interpretation authority. Keep guest-reported, staff-observed, device-indicated, official-source-published, vendor-stated, manager-approved, contradicted, stale, and unknown as different codes. A sent message is not acknowledgement, a scheduled visit is not arrival, a vendor completion note is not independent verification, and silence is not evidence that a condition ended.
3. Source selection: Emergency Alerts, Wildfires, Fire and Smoke Map, Wildfire Smoke Guide for Public Health Officials provide the closest primary or authoritative hazard context. Federal Plain Language Guidelines, Records Management Guidance, Privacy Framework inform communication, privacy, security, or record control. Every listed source was checked on 2026-09-18. None studied this local population, assessed this company, or validated the workflow. A source may define a term or state general guidance; only traceable property artifacts support a statement about a reviewed case.
4. Sampling and comparison: Build a consecutive register for the frozen period rather than selecting memorable examples. Report counts for screened, included, excluded, duplicate, incomplete, conflicting, corrected, escalated, reopened, and unresolved cases. Compare complete event sequences with records where an initial label or final task status stands in for evidence. Stratify by property, occupancy, channel, reporter role, device involvement, after-hours status, and consequence before pooling. Show every denominator and do not combine categories with different decision rights.
5. Reliability: Two reviewers independently code an ordinary-and-exception sample without seeing each other's classifications. Log disagreement by field, identify whether wording, missing evidence, timestamp conversion, or authority caused it, and adjudicate against the codebook. After any rule change, recode a stable sample and retain both results. Agreement measures reproducibility only. It does not prove an observation true, an action safe, a source complete, or an outcome satisfactory.
6. Counterexample search: Look actively for a regional smoke plume presented as proof that one property is unsafe. Also look for a property access or power problem ignored because a broad regional page has not changed. These cases test whether proposed fields preserve a decision boundary or merely reward complete paperwork. Keep negative cases, late corrections, and outcomes that contradict the first interpretation. A later benign result cannot erase an earlier unsupported claim, and an adverse result cannot prove that every earlier action caused it.
7. Sensitivity checks: Repeat tables after excluding the largest property group, automation-originated alerts, records without final acknowledgement, and cases reconstructed later. Vary stale-information cutoffs and complete-handoff definitions. If a pattern changes, disclose that dependency and narrow the conclusion. Treat missingness as a result because records may be systematically absent during severe, overnight, or cross-channel events.
8. Authority boundary: The assistant may monitor named official sources, attribute their status, attach retrieval times, reconcile property observations, and schedule updates. Public authorities and property leaders retain evacuation, closure, health, route, cancellation, and occupancy decisions. When immediate danger is possible, the current emergency procedure takes priority over research collection. Researchers do not delay response to complete fields. The review records which approved path was used, what remained unknown, and who accepted the next decision. Any proposed change needs an owner, exception path, review date, and retirement condition rather than turning an association into an automatic rule.
9. Limitations: Maps may lag or cover broad areas, and the record cannot assess individual health risk, predict fire movement, verify roads, interpret an order, or certify a building. Selection favors cases with retained digital artifacts. Properties, equipment, vendors, local rules, channel terms, guest behavior, staffing, connectivity, and severity differ. The study cannot estimate prevalence from a convenience sample, compare companies, calculate avoided harm, attribute causality, or establish a benchmark. Results apply only to included records, definitions, and cutoff and must change if later evidence changes a case.