Schema Care

Clinical Records and Abstraction

Clinical records hold the longest and least structured paperwork in healthcare: discharge summaries, clinical notes, prescriptions and whole charts. This category covers abstraction and extraction, meaning how problem lists, medications, allergies, vitals and encounter dates become structured fields, how abstraction teams and registries work, and how summarization differs from field extraction. It covers the paperwork, never diagnosis or treatment. Read "Medical Record Abstraction: What It Is and How It Runs" first, then "Discharge Summary Extraction: Fields and Pitfalls".

  1. Abstracting in Medical Coding: What It Means

    What abstracting in medical coding means, how it differs from assigning codes, and which data elements a coding abstract holds besides the codes.

    October 9, 2026codingabstractioninpatient

  2. Medication List Extraction From Records, Field by Field

    Medication list extraction from records: the fields per drug, how to handle stopped and changed meds, and the paperwork behind reconciliation.

    October 2, 2026medicationsextractionmedical records

  3. Radiology Report Extraction: Exam, Dates and Impression

    Radiology report extraction that stays out of interpretation: exam, body part, dates, verbatim impressions, coded categories and preliminary reads.

    September 23, 2026clinicalradiologyextraction

  4. Finding Encounter Dates in a Long Medical Record

    Finding encounter dates in a long medical record: which date on each page counts, sorting pages by document type and handling undated pages.

    September 17, 2026encounter datesmedical recordschronology

  5. Immunization Record Extraction: Vaccine, Dose and Lot

    Immunization record extraction from cards, registry printouts and school forms: per-dose fields, vaccine names, handwriting and partial dates.

    September 17, 2026immunizationsvaccinesextraction

  6. Extracting Drug Strength Dose and Refills From Prescriptions

    A guide to extracting drug, strength, dose, quantity and refills from prescriptions, with the abbreviations and handwriting that cause misreads.

    September 7, 2026prescriptionsmedicationssigabbreviations

  7. Vital Signs Extraction From Scanned Charts

    Vital signs extraction from scanned charts: reading flowsheets, keeping units and times with each value, and catching the scan errors that matter.

    August 29, 2026vital signsflowsheetsocrunits

  8. Medical Records Data Abstraction Example, Step by Step

    A worked medical records data abstraction example: one fictional chart, a filled abstraction form, and the source page behind every single value.

    August 25, 2026abstractionmedical recordsworked example

  9. History and Physical Extraction, Section by Section

    History and physical extraction section by section: HPI, past history, review of systems negatives, templated exams and the plan, kept true to the note.

    August 16, 2026clinicalh&pextraction

  10. Medical Record Abstraction Software: What to Check

    A buyer checklist for medical record abstraction software: source links, confidence scores, review queues, audit logs and a safe pilot on test charts.

    August 11, 2026abstractionbuyingchart reviewaudit trail

  11. Allergy List Extraction From Records

    Allergy list extraction from records: the allergen, reaction and severity fields to capture, and how to record \"no known allergies\" correctly.

    August 4, 2026allergiesextractionmedical records

  12. Clinical Document Extraction by Document Type

    Clinical document extraction across H&Ps, operative reports, care transition documents and CCDs: what each type holds and which fields to pull.

    June 13, 2026clinicaldocumentsextraction

  13. Clinical Data Abstraction Companies: How to Choose

    How to compare clinical data abstraction companies against an in-house team: costs to weigh, contract terms to ask for and quality checks to run.

    May 17, 2026abstractionoutsourcingcontracts

  14. Clinical Notes Extraction From SOAP and Handwritten Notes

    Clinical notes extraction section by section: what SOAP structure gives you, what handwriting takes away, and which note fields are worth pulling.

    May 11, 2026clinical notessoapextractionhandwriting

  15. Electronic Health Records and Electronic Medical Records

    How electronic health records and electronic medical records differ, and what that difference means when you abstract or extract data from them.

    March 31, 2026ehremrabstraction

  16. Discharge Summary Extraction: Fields and Pitfalls

    Discharge summary extraction field by field: diagnoses, procedures, medications and follow-up instructions, plus the layouts that trip extraction up.

    March 21, 2026dischargeextractionrecords

  17. Medical Record Summarization vs Field Extraction

    Medical record summarization vs field extraction compared on output, checking effort and audit trail, with a guide to which job needs which approach.

    March 16, 2026summarizationextractionmedical records

  18. Operative Report Extraction: Implants, Specimens and Times

    Operative report extraction field by field: surgeon and team, both diagnoses, implants and lot numbers, specimens, blood loss, times and late addenda.

    March 5, 2026clinicalsurgeryextraction

  19. Clinical Registry Abstraction: Rules and Audits

    How clinical registry abstraction works, from data dictionaries and case finding to oncology registries and checking agreement between abstractors.

    January 5, 2026abstractionregistriesdata quality

  20. What Does a Medical Record Abstractor Do?

    What a medical record abstractor does each day, the skills and training the job asks for, and how software is changing the abstractor's work.

    December 2, 2025abstractioncareersmedical records

  21. Emergency Department Record Extraction: Times and Authors

    Emergency department record extraction across triage, nursing and physician pages: time stamps, triage level, authors, disposition and admissions.

    November 21, 2025emergency departmentextractionmedical records

  22. How to Extract Data From Medical Records

    How to extract data from medical records in six steps, from defining fields and sorting pages to scoring, reviewing and exporting each value.

    August 24, 2025extractionrecordsworkflow

  23. Medical Record Abstraction: What It Is and How It Runs

    What medical record abstraction means, who relies on abstracted chart data, and how forms and data dictionaries decide which fields get pulled.

    June 4, 2025abstractionchartsdata

  24. Unstructured Healthcare Data Extraction Explained

    How unstructured healthcare data extraction turns narrative notes into fields, why negation and context matter, and when templates are enough.

    May 21, 2025nlpnotesextraction

  25. Problem List Extraction From Charts and Codes

    Problem list extraction from charts: active versus resolved problems, ICD-10 and CPT codes in clinical text, and how to keep each entry traceable.

    March 15, 2025problem listicd-10chartsextraction

  26. Medical Record Summarization With Source Links

    What to expect from medical record summarization tools, why every summary line needs a source link, and how to test a summarizer before you buy.

    December 16, 2024summarizationmedical recordsbuying