Hybrid Human In The Loop Review Qa

An ED physician finishes a chest-pain workup encounter. The ADT feed carries patient_class=E, location=ED_BAY_4, chief_complaint=chest_pain. The audio classifier returns encounter_type=ED with confidence 0.94 based on phrases lik…

Agent emits a single CLASSIFICATION_COMPLETE event with queue_destination=ED_REVIEW_POOL, template_id set to an ED-designated template, sla_tier=ED_4HR, and sla_start_time equal to ingestion_timestamp. Classification evidence record stores both audio_signal=ED and adt_signal=ED. No human escalation…

A primary-care physician completes a scheduled follow-up for hypertension. EHR scheduling data shows appointment_type=FOLLOWUP, patient_class=O, location=CLINIC_3A. Dictation opens with 'patient returns for follow-up of hypertens…

Agent routes to AMBULATORY_REVIEW_POOL, selects ambulatory follow-up template, sets sla_tier=AMBULATORY_2HR, starts SLA clock at ingestion_timestamp. Classification evidence stores ehr_signal=AMBULATORY and audio_signal=AMBULATORY with subtype=FOLLOWUP. No escalation triggered.

A hospitalist dictates an admission H&P. ADT shows patient_class=I, admit_type=EMERGENCY, unit=MEDICINE_7W, admit_reason=PNEUMONIA. Dictation opens with 'patient admitted for community-acquired pneumonia; I will admit for IV anti…

Agent routes to HOSPITALIST_REVIEW_POOL, selects ADMISSION_HP template (not PROGRESS_NOTE template), sets sla_tier=INPATIENT_HP_4HR, starts SLA clock at ingestion_timestamp. Classification evidence stores adt_signal=INPATIENT and audio_signal=INPATIENT with note_subtype=ADMISSION_HP.