MammoToolboxCalculatorScreening Mammography

Screening Mammography Interpretation Analysis Tool

Calculate and analyze Abnormal Interpretation Rate (AIR) and Positive Predictive Value One (PPV1) from your BI-RADS® assessment category counts. Results update live and are benchmarked against BCSC national standards.

AIR Benchmark: 5% – 12%
PPV1 Benchmark: 3% – 8%
By Richard D. Lippert Jr.Founder & CEO, Mammologix LLC., powered by I/O Trak, Inc.
Share

Screening Mammogram Interpretation Analysis

This interactive Screening Mammogram Interpretation Analysis tool empowers users to explore the intricate relationships between mammography interpretations, recall rates, and positive predictive value (PPV). By adjusting sliders or directly inputting numerical values for various assessment categories — ranging from benign findings to highly suggestive malignancies — users can dynamically observe how these inputs influence calculated metrics.

Designed to enhance understanding of screening mammography’s performance, the tool provides immediate feedback on total interpretations, recall rates (compared against established benchmarks), and PPV1, alongside explanatory information about the significance of these metrics in clinical practice.

Audio Overview — MMOA Academy On Air

Important: This calculator is for informational and educational purposes only. It does not provide medical, financial, legal, tax, investment, or other professional advice. Results are estimates only and may be inaccurate or unsuitable for your circumstances. Do not rely solely on these results to make medical, financial, or other important decisions. Consult a qualified professional before acting on any output. Use is at your own risk.

Mammogram Assessment Categories

Enter the number of mammograms in each assessment category for your audit period.

025,000
010,000
02,500
02,500
02,500

Cancer Detection Data

Enter the outcomes for recalled patients to calculate PPV1. True Positive + False Positive should equal your total recalled count.

05,000
05,000

Performance Indicators

Abnormal Interpretation Rate (AIR)

Enter data to calculate

Positive Predictive Value One (PPV1)

Enter data to calculate

Educational Resources

Breast Cancer Surveillance Consortium

Access benchmark data and research on mammography performance metrics.

Visit website

ACR BI-RADS Atlas

Comprehensive guide to standardized breast imaging findings terminology and assessment categories.

Learn more

Recommended Reading

Linver MN, Osuch JR, Brenner RJ, Smith RA. The mammography audit: a primer for the mammography quality standards act (MQSA). AJR 1995;165(1):19–25.

Read article

Methodology & Frequently Asked Questions

What does this Screening Mammography Interpretation Analysis tool calculate?
The tool calculates two key screening performance metrics: the Abnormal Interpretation Rate (AIR), also known as recall rate, and Positive Predictive Value One (PPV1). Both are calculated from BI-RADS® category counts and cancer detection data you enter, and are compared against BCSC national benchmarks.
What is the formula for AIR in this tool?
AIR (%) = (N0 + N3 + N4 + N5) / (N_negative + N0 + N3 + N4 + N5) × 100. Where N_negative is the count of BI-RADS® 1 and 2 interpretations, and N0, N3, N4, N5 are the counts of each positive BI-RADS® category. The BCSC benchmark range is 5%–12%.
What is PPV1 and how is it calculated?
PPV1 (Positive Predictive Value 1) is the proportion of recalled screening mammograms that resulted in a cancer diagnosis within one year. Formula: PPV1 (%) = True Positives / (True Positives + False Positives) × 100. The BCSC benchmark range is 3%–8%.
What is the difference between a True Positive and a False Positive in this context?
A True Positive is a recalled screening exam that led to a diagnosis of invasive breast cancer or DCIS within one year. A False Positive is a recalled exam where no cancer was found. All recalled patients fall into one of these two categories, so True Positives + False Positives should equal your total recalled count.
Why are BI-RADS® 1 and 2 included but not counted in the recall rate?
BI-RADS® 1 (Negative) and BI-RADS® 2 (Benign) are negative screening interpretations — no additional evaluation is needed. They are included in the total interpretation count (denominator) but not in the positive/recalled count (numerator). This is consistent with the ACR BI-RADS® audit framework and BCSC documentation.
Should BI-RADS® 3 be used in screening mammography?
BI-RADS® 3 (Probably Benign) at screening is generally discouraged by the ACR — ideally, patients with a finding appropriate for BI-RADS® 3 at screening should undergo diagnostic evaluation before that assessment is assigned. However, it does occur in practice, and for audit purposes it is counted as a positive screening interpretation along with BI-RADS® 0, 4, and 5.

Peer-Reviewed References

  1. 1.Funaro K, et al. "Understanding the Mammography Audit." Radiologic Clinics of North America. 2021. View source
  2. 2.Rosenberg RD, Yankaskas BC, Abraham LA, et al. "Performance Benchmarks for Screening Mammography." Radiology. 2006;241(1):55–66. View source
  3. 3.Lehman CD, Arao RF, Sprague BL, et al. "National Performance Benchmarks for Modern Screening Digital Mammography: Update from the BCSC." Radiology. 2017;283(1):49–58. View source
  4. 4.Lee CI, Abraham L, Miglioretti DL, et al. "National Performance Benchmarks for Screening Digital Breast Tomosynthesis: Update from the BCSC." Radiology. 2023;307(4):e222499. View source
  5. 5.Sprague BL, Miglioretti DL, Lee CI, et al. "New mammography screening performance metrics based on the entire screening episode." Cancer. 2020;126(14):3289–3296. View source
  6. 6.BCSC Screening Performance Benchmarks. Breast Cancer Surveillance Consortium. View source

BI-RADS® is a registered trademark of the American College of Radiology.

Disclaimer

The content, articles, calculators, tools, estimates, projections, derived data, reports, and other materials provided by Mammologix, LLC, powered by I/O Trak, Inc. (“Mammologix”) are provided for informational and educational purposes only.

The information and outputs provided by Mammologix are not intended to serve as, and should not be relied upon as, medical advice, diagnosis, treatment, clinical guidance, financial advice, investment advice, tax advice, legal advice, accounting advice, or any other professional advice.

Information provided by Mammologix may relate to breast health, mammography, imaging, screening, diagnostics, clinical outcomes, healthcare topics, financial calculations, estimates, projections, or other decision-support information. However, such information should not be used to make personal medical, clinical, financial, investment, business, insurance, legal, or other important decisions without consulting an appropriate qualified professional.

Always seek the advice of a licensed physician, radiologist, healthcare provider, financial advisor, accountant, attorney, or other qualified professional with any questions you may have about a medical condition, screening recommendation, imaging result, treatment option, financial matter, or other professional decision. Never disregard professional medical, financial, legal, or other advice, or delay seeking such advice, because of something you have read, calculated, or received through Mammologix.

Any calculators, formulas, estimates, projections, derived medical outcome data, financial calculations, or other tool-generated outputs are provided as estimates only. Results may be affected by user-entered information, assumptions, formula limitations, incomplete or inaccurate data, rounding, software errors, third-party data, changing medical guidelines, changing financial conditions, changes in law or regulation, or other factors. Mammologix does not represent, warrant, or guarantee that any calculation, output, article, estimate, projection, or derived data is accurate, complete, current, reliable, suitable, or appropriate for any particular purpose.

For medical or health-related content and calculators, Mammologix does not provide medical advice, diagnosis, treatment recommendations, diagnostic interpretation, or patient-specific clinical decision-making. Mammologix content and tools are not a substitute for an in-person evaluation, professional medical consultation, diagnostic interpretation, or individualized care from a licensed healthcare provider. In the event of a medical emergency, contact emergency services or a qualified healthcare provider immediately.

For financial, business, tax, investment, or accounting-related calculators or content, Mammologix does not provide financial, investment, tax, legal, accounting, or business advice. Any outputs are estimates only, and actual results may vary materially based on personal circumstances, market conditions, taxes, fees, interest rates, inflation, risk tolerance, regulatory changes, and other factors.

Use of Mammologix content, articles, calculators, tools, and outputs is at your own risk. You are solely responsible for reviewing, verifying, and interpreting any information or results provided and for obtaining appropriate professional advice before relying on or acting upon such information.

Mammologix assumes no liability for any injury, loss, claim, damage, or expense arising from or related to the use of, reliance on, or inability to use any Mammologix content, article, calculator, tool, estimate, projection, derived data, report, or website material. To the fullest extent permitted by law, Mammologix, its owners, officers, employees, contractors, affiliates, licensors, service providers, and agents disclaim all liability for any direct, indirect, incidental, consequential, special, exemplary, punitive, financial, medical, clinical, business, or other damages arising out of or relating to the use of Mammologix materials or outputs.

The information provided by Mammologix does not establish a doctor-patient, provider-patient, radiologist-patient, financial advisor-client, attorney-client, accountant-client, fiduciary, or other professional relationship.

AI Content Disclosure

Some Mammologix content, calculations, summaries, tools, or outputs may be created, edited, generated, or assisted by artificial intelligence tools or automated systems. While Mammologix may review content for accuracy and relevance, AI-assisted or automated materials may contain errors, omissions, inaccuracies, outdated information, or outputs that are incomplete or inappropriate for a particular user, patient, circumstance, or purpose.

Users should independently verify all AI-assisted content, calculator outputs, and automated results with appropriate qualified professionals before relying on them.