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The specialist will review and annotate clinical notes and EHR data to identify and validate clinically meaningful events related to sepsis progression. They will also participate in quality control, adjudication, and the evaluation of large language models to assist with clinical annotation tasks.
Black Canyon Consulting (BCC) is seeking highly qualified Medical Scientific Annotation Specialists to support a critical NIH research initiative focused on modeling sepsis progression using multimodal clinical data from MIMIC-IV.
This role will support the development of a high-quality annotated clinical reference set by reviewing and refining clinical events and their timing within patient records. Annotators will work with clinical notes and, where applicable, structured electronic health record (EHR) data to determine when clinically meaningful events occurred and assess the certainty of those timestamps.
The project will also evaluate the use of large language models (LLMs) to assist with clinical annotation. Ideal candidates will have a strong clinical background, experience interpreting complex patient records, and familiarity with sepsis and critical care.
The primary aim of this project is to improve the temporal characterization of sepsis progression by creating a certainty-aware annotated reference set that can be used to evaluate unimodal and multimodal approaches to clinical timeline construction.
Annotators will help identify and validate clinically meaningful events, determine their timing, distinguish certain from uncertain timestamps, and assess the clinical evidence supporting event timing.
Training & Onboarding
Participate in remote project training and onboarding, including:
Clinical Annotation
Review clinical documentation from patients with sepsis and identify clinically meaningful events related to disease progression and patient care.
Review and correct draft events and candidate timestamps generated through the project's annotation workflow.
Apply the project's defined event schema consistently across assigned records.
Temporal Event Validation
Determine when clinical events occurred based on available documentation.
Classify timestamps as certain when supported by an explicit time or unambiguous temporal anchor.
Identify uncertain timestamps when timing must be inferred from clinical context, judgment, or supporting structured data.
Resolve temporal expressions such as "overnight," "earlier today," or "worsening over several hours" using available evidence.
Multimodal Clinical Review
Review structured EHR information, when provided, to support or refine the timing of events described in clinical notes.
Evaluate relevant clinical signals such as vital signs, laboratory trends, interventions, vasopressor initiation or escalation, urine output, ventilator settings, and other indicators of patient deterioration.
Document whether timing evidence is supported by notes only, structured data only, or a combination of notes and structured data.
Quality Control & Adjudication
Participate in pilot calibration and double-annotation activities.
Review annotation disagreements and participate in adjudication as needed.
Follow versioned annotation guidelines and incorporate updates resulting from calibration and adjudication.
Maintain consistent annotation quality across production batches.
Support targeted quality assurance for uncertain timestamps, discrepancies between narrative and structured data, and high-risk clinical transitions.
Communication
Participate in regular project meetings and annotation discussions.
Raise ambiguous cases or guideline questions for team review.
Incorporate feedback and guideline updates throughout the annotation effort.
Collaborate with other annotators and project team members to maintain consistency across the reference dataset.
We attract the best people in the business with our competitive benefits package that includes medical, dental and vision coverage, 401k plan with employer contribution, paid holidays, vacation, and tuition reimbursement.
We offer a competitive salary commensurate with experience and location.
If you enjoy being a part of a high performing, professional service and technology focused organization, please apply today!
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